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  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "[Hanane D](https://www.linkedin.com/in/hanane-d-algo-trader)"
      ],
      "metadata": {
        "id": "HAZNaRRAA_8M"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "How to Evaluate a RAG Pipeline Using LlamaIndex and Giskard AI for a 10K Financial Report?\n",
        "\n",
        "\n",
        "I used **LlamaParse** from LlamaIndex to parse Amazon 10K financial report, and used Giskard AI to evaluate the RAG pipeline.\n",
        "\n",
        "\n",
        "With **Giskard AI**, you can generate a testset to/and evaluate your RAG app.\n",
        "\n",
        "There are two main components in the RAG evaluation Toolkit:\n",
        "\n",
        "**1-** **The testset generation** component uses **RAGET** (RAG Evaluation Toolkit) to automatically generate a dataset consisting of a list of question, reference answers, and reference contexts. The last one is retrieved from your knowledge base.\n",
        "\n",
        "**2-**The **evaluation** component will use the previously generated test set to assess the correctness of your RAG application. The goal is to evaluate each part of your RAG system and identify areas that need improvement. You can use **RAGAS metrics (context recall, context precision, faithfulness, and answer relevancy)**"
      ],
      "metadata": {
        "id": "Gj9CDzYyB3dk"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Install Lib"
      ],
      "metadata": {
        "id": "-ZdBacqLPcMc"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0vGBK5OdIAzC"
      },
      "outputs": [],
      "source": [
        "!pip install llama-index llama-index-core llama-parse openai llama_index.embeddings.huggingface -q\n",
        "!pip install llama-index-llms-anthropic -q"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Specify API Keys"
      ],
      "metadata": {
        "id": "UGw8pPODPecc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import nest_asyncio\n",
        "nest_asyncio.apply()\n",
        "\n",
        "from google.colab import userdata\n",
        "OPENAI_API_KEY = userdata.get('OPENAI_API_KEY')\n",
        "LLAMAPARSE_API_KEY = userdata.get('LLAMACLOUD_API_KEY')"
      ],
      "metadata": {
        "id": "RhRVy7zHIPZN"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Loading financial report: Amazon 2023 10K"
      ],
      "metadata": {
        "id": "g6jbqBtkPn68"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget \"https://d18rn0p25nwr6d.cloudfront.net/CIK-0001018724/c7c14359-36fa-40c3-b3ca-5bf7f3fa0b96.pdf\" -O amzn_2023_10k.pdf"
      ],
      "metadata": {
        "id": "xX2fkO8-IUwd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fe1036cc-6efc-43b2-9717-7ecb6cdb994f"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2024-08-25 12:53:06--  https://d18rn0p25nwr6d.cloudfront.net/CIK-0001018724/c7c14359-36fa-40c3-b3ca-5bf7f3fa0b96.pdf\n",
            "Resolving d18rn0p25nwr6d.cloudfront.net (d18rn0p25nwr6d.cloudfront.net)... 99.84.178.124, 99.84.178.109, 99.84.178.193, ...\n",
            "Connecting to d18rn0p25nwr6d.cloudfront.net (d18rn0p25nwr6d.cloudfront.net)|99.84.178.124|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 800598 (782K) [application/pdf]\n",
            "Saving to: ‘amzn_2023_10k.pdf’\n",
            "\n",
            "\ramzn_2023_10k.pdf     0%[                    ]       0  --.-KB/s               \ramzn_2023_10k.pdf   100%[===================>] 781.83K  --.-KB/s    in 0.01s   \n",
            "\n",
            "2024-08-25 12:53:06 (63.1 MB/s) - ‘amzn_2023_10k.pdf’ saved [800598/800598]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# LlamaParse: Amazon 10K Financial report"
      ],
      "metadata": {
        "id": "INxsH6xbzv48"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from llama_parse import LlamaParse\n",
        "import nest_asyncio;\n",
        "nest_asyncio.apply()\n",
        "\n",
        "pdf_name = \"amzn_2023_10k.pdf\"\n",
        "# set up parser\n",
        "parser = LlamaParse(api_key=LLAMAPARSE_API_KEY, result_type=\"markdown\", gpt4o_mode = True)\n",
        "documents = parser.load_data(pdf_name)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tgTPlUu4Ln8U",
        "outputId": "eda8a971-34df-4ef0-f5a1-04b7026d309e"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Started parsing the file under job_id 9b70c4ce-60bd-4415-ae20-64883043b3aa\n",
            "."
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from llama_index.core.node_parser import SentenceSplitter\n",
        "\n",
        "######## SentenceSplitter ########\n",
        "splitter = SentenceSplitter(chunk_size=1024)\n",
        "nodes = splitter.get_nodes_from_documents(documents)\n",
        "\n",
        "######## Vector Index ########\n",
        "from llama_index.core import VectorStoreIndex\n",
        "\n",
        "embed_model = \"local:BAAI/bge-small-en-v1.5\" #https://huggingface.co/collections/BAAI/bge-66797a74476eb1f085c7446d\n",
        "vector_index = VectorStoreIndex(nodes, embed_model = embed_model)\n",
        "\n",
        "######## GPT-4o to Chat ########\n",
        "from llama_index.llms.openai import OpenAI\n",
        "\n",
        "llm_gpt4o = OpenAI(model=\"gpt-4o-mini\", api_key = OPENAI_API_KEY)\n",
        "query_engine_gpt4o = vector_index.as_query_engine(similarity_top_k=3, llm=llm_gpt4o)"
      ],
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        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8611ae664a874e25a500b52204027b72"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(nodes[0].text)"
      ],
      "metadata": {
        "id": "5qc4mNShOmJd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Store documents: with embeddings for later retrieval"
      ],
      "metadata": {
        "id": "v1138pKFSmck"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# vector_index.storage_context.persist(persist_dir=path)"
      ],
      "metadata": {
        "id": "bxCWYnMn3tdS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Chatting with the LLMs: GPT-4o-mini"
      ],
      "metadata": {
        "id": "3ez8VxWQAqyO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "query1 = \"What is the net income on 2023?\"\n",
        "resp = query_engine_gpt4o.query(query1)\n",
        "print(\"GPT-4o-mini:\")\n",
        "print(str(resp))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ly6_5ovJ4KSI",
        "outputId": "6243df22-d41c-484d-a5ed-81086052cfe6"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPT-4o-mini:\n",
            "The net income for 2023 is not explicitly provided in the context information. However, it can be inferred from the components of income before taxes and the provision for income taxes. The income (loss) before income taxes for 2023 is $37,557 million, and the provision for income taxes is $7,120 million. Therefore, the net income for 2023 can be calculated as follows:\n",
            "\n",
            "Net Income = Income (loss) before income taxes - Provision for income taxes\n",
            "Net Income = $37,557 million - $7,120 million = $30,437 million.\n",
            "\n",
            "Thus, the net income for 2023 is approximately $30.4 billion.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Giskard AI: 1- Generating testset"
      ],
      "metadata": {
        "id": "DcxMb8Pn4LYR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install \"giskard[llm]\" -q"
      ],
      "metadata": {
        "id": "0NlwX5LL4Lnp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Generate a test set on the 10k report"
      ],
      "metadata": {
        "id": "L8VB24fQ4Y0w"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd"
      ],
      "metadata": {
        "id": "72Yisq5R4imo"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from giskard.rag import KnowledgeBase, generate_testset, QATestset\n",
        "\n",
        "knowledge_base_df = pd.DataFrame([node.text for node in nodes], columns=[\"text\"])"
      ],
      "metadata": {
        "id": "2Oa2qyyv4IUh"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# #Number of clusters\n",
        "# import numpy as np\n",
        "# round(2 + np.log(len(knowledge_base_df)))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "913Iok9-f1P6",
        "outputId": "7add6307-f7c0-41f3-909c-731079910183"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# WORKS\n",
        "import giskard\n",
        "from giskard.llm.client.openai import OpenAIClient\n",
        "\n",
        "import os\n",
        "os.environ[\"OPENAI_API_KEY\"] = OPENAI_API_KEY\n",
        "\n",
        "giskard.llm.set_llm_api(\"openai\")\n",
        "gpt4o_mini = OpenAIClient(model=\"gpt-4o-mini\")\n",
        "giskard.llm.set_default_client(gpt4o_mini)\n",
        "\n",
        "knowledge_base = KnowledgeBase(knowledge_base_df, llm_client = giskard.llm.set_default_client(gpt4o_mini))"
      ],
      "metadata": {
        "id": "Pjl6PuxO89NO"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "testset = generate_testset(knowledge_base,\n",
        "                           num_questions=60,\n",
        "                           agent_description=\"A chatbot answering questions about the Amazon 10K financial report of 2023\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118,
          "referenced_widgets": [
            "5943b85c4bea4a19b4996d4ed49ccb25",
            "a034472d313544a49c44a74be94358ce",
            "7e12600d9e8b49df9c8b44ad1bdc55cd",
            "7c3c82d0493f4326b662271153b6800d",
            "934bd14a0312483fb6c33c1cf3ad2396",
            "541bd4bea62e47e383e9a135240ba037",
            "09ec62e7b9e046a0988bca3ab7ad54ca",
            "6af6820ee44344ec9f351d73d7af73cc",
            "50cde34a1f8e4808aa399a8e850c71ff",
            "cd16062773f3409bbe393b6c10c9e8df",
            "d3591e1836d14133a40e991f40e4aa23"
          ]
        },
        "id": "Kd2-tgxM7ycG",
        "outputId": "eaf25cbb-a97d-4cff-86b0-e06b14bd83b6"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO:giskard.rag:Finding topics in the knowledge base.\n",
            "INFO:giskard.rag:Found 3 topics in the knowledge base.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating questions:   0%|          | 0/60 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5943b85c4bea4a19b4996d4ed49ccb25"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 12.2 s, sys: 158 ms, total: 12.4 s\n",
            "Wall time: 1min 59s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "testset.to_pandas().head(5)"
      ],
      "metadata": {
        "id": "3WIHZ_iYHg9B"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_testset = testset.to_pandas()"
      ],
      "metadata": {
        "id": "DJmgV9C9H6nY"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Different type of questions: 6"
      ],
      "metadata": {
        "id": "Gi4TW6EvmIQk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_testset['question_type']=df_testset['metadata'].apply(lambda x: x['question_type'])"
      ],
      "metadata": {
        "id": "NtnZoEq_lNYw"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_testset['question_type'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tI4ijJvdmQw5",
        "outputId": "31f99e87-7e14-4bf2-9fc2-3cfaa96976d9"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['simple', 'complex', 'distracting element', 'situational',\n",
              "       'double', 'conversational'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_testset.groupby(['question_type'])['question'].count() #reamember:  num_questions=60, ==> 6 * 10"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 303
        },
        "id": "8ozQ3g2Pmhd-",
        "outputId": "4aa2fc89-c50d-4656-edda-84e63c448270"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "question_type\n",
              "complex                10\n",
              "conversational         10\n",
              "distracting element    10\n",
              "double                 10\n",
              "simple                 10\n",
              "situational            10\n",
              "Name: question, dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>question</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>question_type</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>complex</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>conversational</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>distracting element</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>double</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>simple</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>situational</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Simple"
      ],
      "metadata": {
        "id": "kYhUrtMwmUYw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the simple question generation, Giskard AI asks the LLM to generate a pair of question and answer related the given context (chunk).\n",
        "\n",
        "- By reading the prompt template, you'll understand clearly how it's built:\n",
        "https://github.com/Giskard-AI/giskard/blob/main/giskard/rag/question_generators/simple_questions.py\n"
      ],
      "metadata": {
        "id": "AtLtHeEVqtZB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_simple = df_testset.query(\"question_type=='simple'\")\n",
        "\n",
        "#Take one example:\n",
        "ref_context = df_simple['reference_context'].iloc[7]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard, based on the same chunk:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Jr_On01TmXyv",
        "outputId": "47d3cc10-6de3-405e-a346-5002b044e29a"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "i= 0\n",
            "\n",
            "QUESTION_TYPE\n",
            "simple\n",
            "\n",
            "QUESTION\n",
            "What was the total lease cost for the year ended December 31, 2023?\n",
            "\n",
            "reference_answer\n",
            "$18,918 million\n",
            "----------------------------------------------------------------------------------------------------\n",
            "\n",
            "i= 1\n",
            "\n",
            "QUESTION_TYPE\n",
            "distracting element\n",
            "\n",
            "QUESTION\n",
            "Considering the tax-related items that need to be collected before the release of shares, what was the total lease cost recognized in 2023?\n",
            "\n",
            "reference_answer\n",
            "$18,918 million\n",
            "----------------------------------------------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Take another example:\n",
        "ref_context = df_simple['reference_context'].iloc[8]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3TKqcckdnkt8",
        "outputId": "7dccad88-8db4-4752-f520-33d9722e138d"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "i= 0\n",
            "\n",
            "QUESTION_TYPE\n",
            "simple\n",
            "\n",
            "QUESTION\n",
            "What is the definition of fair value in financial instruments?\n",
            "\n",
            "reference_answer\n",
            "Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.\n",
            "----------------------------------------------------------------------------------------------------\n",
            "\n",
            "i= 1\n",
            "\n",
            "QUESTION_TYPE\n",
            "conversational\n",
            "\n",
            "QUESTION\n",
            "What does it mean?\n",
            "\n",
            "reference_answer\n",
            "Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.\n",
            "----------------------------------------------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Complex"
      ],
      "metadata": {
        "id": "HetSfl46n5Da"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The complex question is generated by taking a simple question and asking the LLM to reformulate it into a more elaborate version, considering the context. However, the LLM is not asked to answer the reformulated question."
      ],
      "metadata": {
        "id": "7DEaTN1JDo6b"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "I've noticed that some 'simple' and 'complex' questions result in the same answer. I would prefer to see more elaborated answers for the complex questions. In the prompt associated to the \"complex\", only the question is reformulated based on the context.\n"
      ],
      "metadata": {
        "id": "3UGp248KEhoi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_complex = df_testset.query(\"question_type=='complex'\")\n",
        "\n",
        "#Take one example:\n",
        "ref_context = df_complex['reference_context'].iloc[7]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard, based on the chunk:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Mcz1sItbk85F",
        "outputId": "9f90fd77-5a62-4e70-df64-355bb8293681"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "i= 0\n",
            "\n",
            "QUESTION_TYPE\n",
            "complex\n",
            "\n",
            "QUESTION\n",
            "Could you identify the individual serving as the Executive Chair of the Board of Directors, including any relevant background information that highlights their experience or contributions to the company?\n",
            "\n",
            "reference_answer\n",
            "Jeffrey P. Bezos\n",
            "----------------------------------------------------------------------------------------------------\n",
            "\n",
            "i= 1\n",
            "\n",
            "QUESTION_TYPE\n",
            "situational\n",
            "\n",
            "QUESTION\n",
            "As a savvy investor analyzing Amazon's 2023 10K report for potential gains, I'm curious to know who currently holds the position of Executive Chair of the Board of Directors?\n",
            "\n",
            "reference_answer\n",
            "Jeffrey P. Bezos\n",
            "----------------------------------------------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Distracting element"
      ],
      "metadata": {
        "id": "jYXUv3gTFHGS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_distracting = df_testset.query(\"question_type=='distracting element'\")\n",
        "\n",
        "#Take one example:\n",
        "ref_context = df_distracting['reference_context'].iloc[7]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard, based on the chunk:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r28kkuM1lYhe",
        "outputId": "0b08c6ef-ed27-4d4d-b900-b2421fb15ca5"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "i= 0\n",
            "\n",
            "QUESTION_TYPE\n",
            "simple\n",
            "\n",
            "QUESTION\n",
            "What was the total lease cost for the year ended December 31, 2023?\n",
            "\n",
            "reference_answer\n",
            "$18,918 million\n",
            "----------------------------------------------------------------------------------------------------\n",
            "\n",
            "i= 1\n",
            "\n",
            "QUESTION_TYPE\n",
            "distracting element\n",
            "\n",
            "QUESTION\n",
            "Considering the tax-related items that need to be collected before the release of shares, what was the total lease cost recognized in 2023?\n",
            "\n",
            "reference_answer\n",
            "$18,918 million\n",
            "----------------------------------------------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Situational"
      ],
      "metadata": {
        "id": "4P1t4QduFhbK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_situational = df_testset.query(\"question_type=='situational'\")\n",
        "\n",
        "#Take one example:\n",
        "ref_context = df_situational['reference_context'].iloc[0]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard, based on the chunk:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "id": "-ADysoqGlJgK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Double"
      ],
      "metadata": {
        "id": "a7FOgp9PFqp5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_double = df_testset.query(\"question_type=='double'\")\n",
        "\n",
        "#Take one example:\n",
        "ref_context = df_double['reference_context'].iloc[5]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard, based on the chunk:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3_fPlBxBFrCZ",
        "outputId": "d582a86c-212d-4a1b-cb81-a4d543532d30"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "i= 0\n",
            "\n",
            "QUESTION_TYPE\n",
            "simple\n",
            "\n",
            "QUESTION\n",
            "What was the opinion of the independent registered public accounting firm on Amazon.com, Inc.'s financial statements as of December 31, 2023?\n",
            "\n",
            "reference_answer\n",
            "In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company at December 31, 2023 and 2022, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2023, in conformity with U.S. generally accepted accounting principles.\n",
            "----------------------------------------------------------------------------------------------------\n",
            "\n",
            "i= 1\n",
            "\n",
            "QUESTION_TYPE\n",
            "double\n",
            "\n",
            "QUESTION\n",
            "What was the opinion on Amazon.com, Inc.'s consolidated financial statements and the effectiveness of its internal control over financial reporting as of December 31, 2023?\n",
            "\n",
            "reference_answer\n",
            "In our opinion, the consolidated financial statements present fairly the financial position of the Company at December 31, 2023 and 2022, and Amazon.com, Inc. maintained effective internal control over financial reporting as of December 31, 2023.\n",
            "----------------------------------------------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Conversational"
      ],
      "metadata": {
        "id": "7Ien-oBMF450"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_conversational = df_testset.query(\"question_type=='conversational'\")\n",
        "\n",
        "#Take one example:\n",
        "ref_context = df_conversational['reference_context'].iloc[6]\n",
        "\n",
        "#See how the other type of questions have been built by Giskard, based on the chunk:\n",
        "df_example = df_testset.query(\"reference_context==@ref_context\")\n",
        "for i in range(len(df_example)):\n",
        "  print(\"\\ni=\",i)\n",
        "  print(\"\\nQUESTION_TYPE\")\n",
        "  print(df_example['question_type'].iloc[i])\n",
        "  print(\"\\nQUESTION\")\n",
        "  print(df_example['question'].iloc[i])\n",
        "\n",
        "  print(\"\\nreference_answer\")\n",
        "  print(df_example['reference_answer'].iloc[i])\n",
        "  print(\"--\"*50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hgypAVFHFthx",
        "outputId": "c6020a8e-2f07-4316-a090-f380224f2e4c"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "i= 0\n",
            "\n",
            "QUESTION_TYPE\n",
            "simple\n",
            "\n",
            "QUESTION\n",
            "What is the definition of fair value in financial instruments?\n",
            "\n",
            "reference_answer\n",
            "Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.\n",
            "----------------------------------------------------------------------------------------------------\n",
            "\n",
            "i= 1\n",
            "\n",
            "QUESTION_TYPE\n",
            "conversational\n",
            "\n",
            "QUESTION\n",
            "What does it mean?\n",
            "\n",
            "reference_answer\n",
            "Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.\n",
            "----------------------------------------------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Giskard AI: 2- Evaluation of the RAG pipeline"
      ],
      "metadata": {
        "id": "6rTnNu5xJR4J"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "https://docs.giskard.ai/en/stable/open_source/testset_generation/rag_evaluation/index.html"
      ],
      "metadata": {
        "id": "z44vwGPBleg_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install langchain_core -q\n",
        "!pip install ragas -q"
      ],
      "metadata": {
        "id": "IrE0jNV9JcXx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pyarrow -q"
      ],
      "metadata": {
        "id": "NRcdVABzKDpx"
      },
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from giskard.rag import evaluate, RAGReport\n",
        "from giskard.rag.metrics.ragas_metrics import ragas_context_recall, ragas_context_precision, ragas_faithfulness, ragas_answer_relevancy"
      ],
      "metadata": {
        "id": "XDX4oqmyJWxh"
      },
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def answer_fn(question):\n",
        "    answer = query_engine_gpt4o.query(question)\n",
        "    return str(answer)\n",
        "\n",
        "report = evaluate(answer_fn,\n",
        "                testset=testset,\n",
        "                knowledge_base=knowledge_base,\n",
        "                metrics=[ragas_context_recall, ragas_context_precision, ragas_faithfulness, ragas_answer_relevancy])"
      ],
      "metadata": {
        "id": "X2av7RXhJesw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "display(report.to_html(embed=True))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 879
        },
        "id": "Y_RWomAlKot6",
        "outputId": "9f551492-8cba-45b0-f282-ae55f7e138c3"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/IPython/core/display.py:724: UserWarning: Consider using IPython.display.IFrame instead\n",
            "  warnings.warn(\"Consider using IPython.display.IFrame instead\")\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "\n",
              "\n",
              "&lt;style&gt;\n",
              "    body{\n",
              "  background: #18181B;\n",
              "}\n",
              "\n",
              ".main{\n",
              "  font-family: &quot;Noto Sans&quot;, ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Helvetica Neue&quot;, Arial, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;, &quot;Segoe UI Symbol&quot;, &quot;Noto Color Emoji&quot;;\n",
              "  color: #FDFDFD;\n",
              "}\n",
              "\n",
              "h1 {\n",
              "  font-size: 2.5rem;\n",
              "  color: white;\n",
              "}\n",
              "\n",
              "h3 {\n",
              "  font-size: 1.5rem;\n",
              "  background: #0c087c;\n",
              "  padding: 10px;\n",
              "  margin: 0px;\n",
              "  border: 1px solid #6b7280;}\n",
              "\n",
              ".extended-title{\n",
              "  width:100%;\n",
              "}\n",
              "\n",
              "#gsk-overview{\n",
              "  display:flex;\n",
              "}\n",
              "\n",
              "h4 {\n",
              "  font-size: 1rem;\n",
              "  background: #27272A;\n",
              "  padding: 10px;\n",
              "  margin: 0px;\n",
              "  border-bottom: 1px solid #6b7280;\n",
              "}\n",
              "\n",
              "h2 {\n",
              "  font-size: 1.5rem;\n",
              "  margin-top: 3px;\n",
              "  color:#000000;\n",
              "}\n",
              "\n",
              ".header{\n",
              "  display: flex;\n",
              "  justify-content: center;\n",
              "  align-items: center;\n",
              "}\n",
              ".header &gt; * {\n",
              "  margin-inline: 20px;\n",
              "}\n",
              "\n",
              ".flex-row {\n",
              "  display: flex;\n",
              "  flex-direction: row;\n",
              "  padding:10px;\n",
              "  border: 1px solid #27272A;\n",
              "}\n",
              "\n",
              ".flex-row&gt;div {\n",
              "  flex: auto;\n",
              "  box-sizing: border-box;\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "  justify-content: center;\n",
              "  align-items: center;\n",
              "}\n",
              "\n",
              "progress[value] {\n",
              "  --background: #6D6D6D;\n",
              "  -webkit-appearance: none;\n",
              "  -moz-appearance: none;\n",
              "  appearance: none;\n",
              "  border: none;\n",
              "  height: 4px;\n",
              "  margin: 0 10px;\n",
              "  border-radius: 10em;\n",
              "  background: var(--background);\n",
              "}\n",
              "\n",
              "progress[value]::-webkit-progress-bar {\n",
              "  border-radius: 10em;\n",
              "  background: var(--background);\n",
              "}\n",
              "\n",
              "progress[value]::-webkit-progress-value {\n",
              "  border-radius: 10em;\n",
              "  background: var(--color);\n",
              "}\n",
              "\n",
              "progress[value]::-moz-progress-bar {\n",
              "  border-radius: 10em;\n",
              "  background: var(--color);\n",
              "}\n",
              "\n",
              "label {\n",
              "  font-size: 20px;\n",
              "  font-weight: bold;\n",
              "  display: block;\n",
              "  margin: 20px 0;\n",
              "}\n",
              "\n",
              ".tab {\n",
              "  overflow: hidden;\n",
              "  border: 1px solid #27272A;\n",
              "  background-color: #27272A;\n",
              "}\n",
              "\n",
              ".tab button {\n",
              "  background-color: inherit;\n",
              "  float: left;\n",
              "  border: none;\n",
              "  outline: none;\n",
              "  cursor: pointer;\n",
              "  padding: 14px 16px;\n",
              "  transition: 0.3s;\n",
              "  color: #ffffff;\n",
              "  font-size:1.2rem;\n",
              "}\n",
              "\n",
              ".tab div {\n",
              "  background-color: inherit;\n",
              "  float: left;\n",
              "  border: none;\n",
              "  outline: none;\n",
              "  cursor: pointer;\n",
              "  padding: 14px 16px;\n",
              "  transition: 0.3s;\n",
              "  color: #ffffff;\n",
              "  font-size: 1.2rem;\n",
              "}\n",
              "\n",
              ".tab button:hover {\n",
              "  background-color: #18181B;\n",
              "}\n",
              "\n",
              ".tab-title{\n",
              "  font-size: 1.5rem;\n",
              "  font-weight: bold;\n",
              "  margin-bottom:-5px;\n",
              "}\n",
              "\n",
              ".tab button.active {\n",
              "  background-color: #18181B;\n",
              "  border-top: 1px solid #6b7280;\n",
              "  border-bottom: 1px solid #18181B;\n",
              "  border-left: 1px solid #6b7280;\n",
              "  border-right: 1px solid #6b7280;\n",
              "}\n",
              "\n",
              ".tabcontent {\n",
              "  display: none;\n",
              "  padding: 6px 12px;\n",
              "  background: #18181B;\n",
              "  border: 1px solid #27272A;\n",
              "  border-top: 1px solid #6b7280;\n",
              "  margin-top: -2px;\n",
              "}\n",
              "\n",
              "#gsk-advice {\n",
              "  display: flex;\n",
              "  justify-content: center;\n",
              "}\n",
              "\n",
              "#gsk-metrics{\n",
              "  width:100%;\n",
              "}\n",
              "\n",
              "#recommendation {\n",
              "  margin-top: 20px;\n",
              "  padding: 20px;\n",
              "  border-radius: 10px;\n",
              "  background-color: #e1ce86;\n",
              "  color: #27272A;\n",
              "  width:95%;\n",
              "  box-shadow: 0 4px 8px 0 #000000, 0 6px 20px 0 #000000;\n",
              "  font-size: 12pt;\n",
              "}\n",
              "\n",
              ".separator {\n",
              "  margin: 20px 0;\n",
              "}\n",
              "\n",
              ".separator-border {\n",
              "  margin: 20px 0;\n",
              "  border-bottom: 1px solid #6b7280;\n",
              "}\n",
              "\n",
              "#gsk-rag{\n",
              "  margin: 32px 28px;\n",
              "  padding: 12px 24px;\n",
              "  background-color: #111516;\n",
              "}\n",
              "\n",
              ".section-container {\n",
              "  margin-bottom: 32px;\n",
              "}\n",
              "\n",
              "  .components-container {\n",
              "    display: flex;\n",
              "    flex-flow: row wrap;\n",
              "    align-items: flex-start;\n",
              "    gap: 0 32px;\n",
              "  }\n",
              "\n",
              "    .component-card {\n",
              "      background-color: #14191B;\n",
              "      border-radius: 16px;\n",
              "      padding: 28px 32px 32px 32px;\n",
              "      display: flex;\n",
              "      flex-flow: column;\n",
              "      align-items: center;\n",
              "      margin-top: 32px;\n",
              "      flex-grow: 1;\n",
              "    }\n",
              "\n",
              "    .component-title {\n",
              "      font-size: 12px;\n",
              "      font-weight: 500;\n",
              "      color: #B1B1B1;\n",
              "      padding-bottom: 8px;\n",
              "    }\n",
              "\n",
              "    .component-value {\n",
              "      font-size: 32px;\n",
              "      font-weight: 500;\n",
              "      padding-bottom: 12px;\n",
              "    }\n",
              "      \n",
              "      .text-green {\n",
              "        color: #04B543;\n",
              "      }\n",
              "      \n",
              "      .text-orange {\n",
              "        color: #E76E0F;\n",
              "      }\n",
              "      \n",
              "      .text-red {\n",
              "        color: #EA3829;\n",
              "      }\n",
              "\n",
              "      .tooltip {\n",
              "        position: relative;\n",
              "        display: inline-block;\n",
              "      }\n",
              "\n",
              "      .tooltip .tooltiptext {\n",
              "        visibility: hidden;\n",
              "        width: 120px;\n",
              "        background-color: #464646;\n",
              "        color: #E6E6E6;\n",
              "        text-align: center;\n",
              "        border-radius: 6px;\n",
              "        position: absolute;\n",
              "        z-index: 1;\n",
              "        top: 150%;\n",
              "        left: 50%;\n",
              "        margin-left: -60px;\n",
              "        font-size: 12px;\n",
              "        padding: 12px;\n",
              "      }\n",
              "      \n",
              "      .tooltip .tooltiptext::after {\n",
              "        content: &quot;&quot;;\n",
              "        position: absolute;\n",
              "        bottom: 100%;\n",
              "        left: 50%;\n",
              "        margin-left: -5px;\n",
              "        border-width: 5px;\n",
              "        border-style: solid;\n",
              "        border-color: transparent transparent black transparent;\n",
              "      }\n",
              "      \n",
              "      .tooltip:hover .tooltiptext {\n",
              "        visibility: visible;\n",
              "      }\n",
              "\n",
              "    .overall-card {\n",
              "      background-color: #026836;\n",
              "      border-radius: 16px;\n",
              "      padding: 28px 32px 32px 32px;\n",
              "      display: flex;\n",
              "      flex-flow: column;\n",
              "      align-items: center;\n",
              "      justify-content: center;\n",
              "      margin-top: 32px;\n",
              "      flex-grow: 1;\n",
              "    }\n",
              "  \n",
              "    .overall-title {\n",
              "      font-size: 12px;\n",
              "      font-weight: 500;\n",
              "      color: #E6E6E6;\n",
              "      padding: 14px 0 8px 0;\n",
              "      text-transform: uppercase;\n",
              "     }\n",
              "  \n",
              "    .overall-value {\n",
              "      font-size: 32px;\n",
              "      font-weight: 500;\n",
              "      padding-bottom: 12px;\n",
              "      color: #E6E6E6;\n",
              "    }\n",
              "\n",
              ".section-title {\n",
              "  font-size: 12px;\n",
              "  color: #B1B1B1;\n",
              "  margin-bottom: 20px;\n",
              "  text-align: left;\n",
              "  width: 100%;\n",
              "}\n",
              "\n",
              ".section-content {\n",
              "  color: #E6E6E6;\n",
              "  font-size: 20px;\n",
              "  line-height: 1.5;\n",
              "}\n",
              "\n",
              ".section-card {\n",
              "  background-color: #14191B;\n",
              "  border-radius: 16px;\n",
              "  padding: 28px 32px 32px 32px;\n",
              "  display: flex;\n",
              "  flex-flow: column;\n",
              "  align-items: center;\n",
              "}\n",
              "\n",
              ".correctness-indicator{\n",
              "  padding: 20px;\n",
              "  border-radius: 50px;\n",
              "  font-size: 16pt;\n",
              "  box-shadow: 0 4px 8px 0 #000000, 0 6px 20px 0 #000000;\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              ".metric-title{\n",
              "  margin: -2px;\n",
              "  border-bottom: none;\n",
              "}\n",
              "\n",
              ".hist-row {\n",
              "  display: flex;\n",
              "  flex-direction: row;\n",
              "  padding: 10px;\n",
              "  justify-content: space-around;\n",
              "  width: 85%;\n",
              "}\n",
              "\n",
              ".hist-row&gt;div {\n",
              "  flex: auto;\n",
              "  box-sizing: border-box;\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "  justify-content: center;\n",
              "  align-items: center;\n",
              "  padding-left: 1%;\n",
              "  padding-right: 1%;\n",
              "}\n",
              "\n",
              ".tab-row{\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "  align-items: center;\n",
              "}\n",
              "\n",
              "#component-table{\n",
              "  width:50%;\n",
              "  margin-top: 10px;\n",
              "}\n",
              "\n",
              ".green{\n",
              "  background-color: #0a980a;\n",
              "}\n",
              "\n",
              ".orange {\n",
              "  background-color: #e5b62a;\n",
              "}\n",
              "\n",
              ".red {\n",
              "  background-color: #ba0e0e;\n",
              "}\n",
              "\n",
              ".progress-green {\n",
              "  --color: #04B543;\n",
              "}\n",
              "\n",
              ".progress-orange {\n",
              "  --color: #E76E0F;\n",
              "}\n",
              "\n",
              ".progress-red {\n",
              "  --color: #EA3829;\n",
              "}\n",
              "\n",
              ".corr-plot{\n",
              "  flex: 1;\n",
              "  padding-left: 2%;\n",
              "}\n",
              "\n",
              ".tooltip-text {\n",
              "  position: absolute;\n",
              "  display: none;\n",
              "  visibility: hidden;\n",
              "  z-index: 1;\n",
              "  top: 100%;\n",
              "  left: 0%;\n",
              "  width: 100%;\n",
              "  color: white;\n",
              "  font-size: 12px;\n",
              "  background-color: #2d3d4c;\n",
              "  border-radius: 10px;\n",
              "  padding: 10px 15px 10px 15px;\n",
              "}\n",
              "\n",
              "#fade {\n",
              "  opacity: 1;\n",
              "  transition: opacity 0.5s;\n",
              "}\n",
              "\n",
              "#delay {\n",
              "  opacity: 0;\n",
              "  transition: opacity 0.2s;\n",
              "  transition-delay: 1s;\n",
              "}\n",
              "\n",
              "td {\n",
              "  position: relative;\n",
              "}\n",
              "\n",
              "tr:hover .tooltip-text {\n",
              "  display: block;\n",
              "  visibility: visible;\n",
              "}\n",
              "\n",
              ".tr:hover #fade {\n",
              "  opacity: 1;\n",
              "}\n",
              "\n",
              ".tr:hover #delay {\n",
              "  opacity: 1;\n",
              "}\n",
              "\n",
              ".callout {\n",
              "  padding: 0.5rem 1rem 0.5rem 3rem;\n",
              "  background: #D9EDF9;\n",
              "  border: 3px solid #0088D1;\n",
              "  color: #272eb5;\n",
              "  position: relative;\n",
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              "&lt;div class=&quot;main&quot;&gt;\n",
              "    &lt;div id=&quot;gsk-rag&quot; class=&quot;dark:text-white dark:bg-zinc-800 rounded border border-gray-500&quot;&gt;\n",
              "        &lt;div class=&quot;header border-b border-b-gray-500&quot;&gt;\n",
              "            \n",
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              "            &lt;h1&gt;RAG Evaluation Toolkit&lt;/h1&gt;\n",
              "        &lt;/div&gt;\n",
              "        \n",
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              "                \n",
              "                &lt;div class=&quot;component-card&quot;&gt;\n",
              "                    &lt;div class=&quot;component-title&quot;&gt;GENERATOR&lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-value tooltip  text-orange &quot;&gt;\n",
              "                        52.0%\n",
              "                            &lt;span class=&quot;tooltiptext&quot; id=&quot;fade&quot;&gt;The Generator is the LLM inside the RAG to generate the answers.&lt;/span&gt;\n",
              "                    &lt;/div&gt;\n",
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              "                        &lt;progress max=&quot;100&quot; value=52.0 class=&quot; progress-orange &quot;&gt;52.0%&lt;/progress&gt;\n",
              "                    &lt;/div&gt;\n",
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              "                \n",
              "                &lt;div class=&quot;component-card&quot;&gt;\n",
              "                    &lt;div class=&quot;component-title&quot;&gt;RETRIEVER&lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-value tooltip  text-orange &quot;&gt;\n",
              "                        50.0%\n",
              "                            &lt;span class=&quot;tooltiptext&quot; id=&quot;fade&quot;&gt;The Retriever fetches relevant documents from the knowledge base according to a user query.&lt;/span&gt;\n",
              "                    &lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-bar&quot;&gt;\n",
              "                        &lt;progress max=&quot;100&quot; value=50.0 class=&quot; progress-orange &quot;&gt;50.0%&lt;/progress&gt;\n",
              "                    &lt;/div&gt;\n",
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              "                \n",
              "                &lt;div class=&quot;component-card&quot;&gt;\n",
              "                    &lt;div class=&quot;component-title&quot;&gt;REWRITER&lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-value tooltip  text-red &quot;&gt;\n",
              "                        26.67%\n",
              "                            &lt;span class=&quot;tooltiptext&quot; id=&quot;fade&quot;&gt;The Rewriter modifies the user query to match a predefined format or to include the context from the chat history.&lt;/span&gt;\n",
              "                    &lt;/div&gt;\n",
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              "                        &lt;progress max=&quot;100&quot; value=26.666666666666668 class=&quot; progress-red &quot;&gt;26.67%&lt;/progress&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                \n",
              "                &lt;div class=&quot;component-card&quot;&gt;\n",
              "                    &lt;div class=&quot;component-title&quot;&gt;ROUTING&lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-value tooltip  text-green &quot;&gt;\n",
              "                        100.0%\n",
              "                            &lt;span class=&quot;tooltiptext&quot; id=&quot;fade&quot;&gt;The Router filters the query of the user based on his intentions (intentions detection).&lt;/span&gt;\n",
              "                    &lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-bar&quot;&gt;\n",
              "                        &lt;progress max=&quot;100&quot; value=100.0 class=&quot; progress-green &quot;&gt;100.0%&lt;/progress&gt;\n",
              "                    &lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
              "                \n",
              "                &lt;div class=&quot;component-card&quot;&gt;\n",
              "                    &lt;div class=&quot;component-title&quot;&gt;KNOWLEDGE_BASE&lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-value tooltip  text-orange &quot;&gt;\n",
              "                        54.17%\n",
              "                            &lt;span class=&quot;tooltiptext&quot; id=&quot;fade&quot;&gt;The knowledge base is the set of documents given to the RAG to generate the answers. Its scores is computed differently from the other components: it is the difference between the maximum and minimum correctness score across all the topics of the knowledge base.&lt;/span&gt;\n",
              "                    &lt;/div&gt;\n",
              "                    &lt;div class=&quot;component-bar&quot;&gt;\n",
              "                        &lt;progress max=&quot;100&quot; value=54.16666666666667 class=&quot; progress-orange &quot;&gt;54.17%&lt;/progress&gt;\n",
              "                    &lt;/div&gt;\n",
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              "                \n",
              "                &lt;div class=&quot;overall-card&quot;&gt;\n",
              "                    &lt;div class=&quot;overall-title&quot;&gt;Overall Correctness Score&lt;/div&gt;\n",
              "                    &lt;div class=&quot;overall-value&quot;&gt;43%&lt;/div&gt;\n",
              "                &lt;/div&gt;\n",
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              "            &lt;div class=&quot;section-card&quot;&gt;\n",
              "                &lt;div class=&quot;section-title&quot;&gt;RECOMMENDATION&lt;/div&gt;\n",
              "                &lt;span class=&quot;section-content&quot;&gt;To improve your RAG system, focus on enhancing the Rewriter component, as it is critically underperforming in both conversational and distracting question types, directly impacting the overall user experience. Additionally, you need to address the low performance on the &amp;#34;Others&amp;#34; topic, as this could indicate gaps in the knowledge base or retrieval algorithms.&lt;/span&gt;\n",
              "            &lt;/div&gt;\n",
              "        &lt;/div&gt;\n",
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              "            &lt;div class=&quot;section-card&quot;&gt;\n",
              "                &lt;div class=&quot;section-title&quot;&gt;CORRECTNESS BY TOPIC&lt;/div&gt;\n",
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as specified in its charter)\\\\n\\\\n| Delaware |...&quot;,&quot;# AMAZON.COM, INC.\\\\n## FORM 10-K\\\\n### For the Fiscal Year Ended December 31, 2023\\\\n\\\\n## INDEX\\\\n\\\\n| Item |   | Page |\\\\n|------|---|------|\\\\n|      | **PART I** |      |\\\\n| Item 1. | [Business](#) | 3 |\\\\n| Item 1A. | [Risk Factors](#) | 6 |\\\\n| Item 1B. | [Unresolved Staff Comments](#) | 16 |\\\\n| Item 1C. | [Cybersecurity](#) | 16 |\\\\n| Item 2. | [Properties](#) | 18 |\\\\n| Item 3. | [Legal Proceedings](#) | 18 |\\\\n| Item 4. | [Mine Safety Disclosures](#) | 18 |\\\\n|      | **PART II** |      |\\\\n| Item 5. | [Market for th...&quot;,&quot;# AMAZON.COM, INC.\\\\n\\\\n## PART I\\\\n\\\\n### Item 1. Business\\\\n\\\\nThis Annual Report on Form 10-K and the documents incorporated herein by reference contain forward-looking statements based on expectations, estimates, and projections as of the date of this filing. Actual results and outcomes may differ materially from those expressed in forward-looking statements. See the Item 1A of Part I \\\\u2014 \\\\u201cRisk Factors.\\\\u201d As used herein, \\\\u201cAmazon.com,\\\\u201d \\\\u201cwe,\\\\u201d \\\\u201cour,\\\\u201d and similar terms include Amazon.com, Inc. and its subsidia...&quot;,&quot;# Competition\\\\n\\\\nOur businesses encompass a large variety of product types, service offerings, and delivery channels. The worldwide marketplace in which we compete is evolving rapidly and intensely competitive, and we face a broad array of competitors from many different industry sectors around the world. Our current and potential competitors include: (1) physical, e-commerce, and omnichannel retailers, publishers, vendors, distributors, manufacturers, and producers of the products we offer and se...&quot;,&quot;# Available Information\\\\n\\\\nOur&quot;,&quot;# Board of Directors\\\\n\\\\n| Name                  | Age | Position                                                                 |\\\\n|-----------------------|-----|--------------------------------------------------------------------------|\\\\n| Jeffrey P. Bezos      | 60  | Executive Chair                                                         |\\\\n| Andrew R. Jassy       | 56  | President and Chief Executive Officer                                    |\\\\n| Keith B. Alexander    | 72  | Chair of IronNet, I...&quot;,&quot;# Our International Operations Expose Us to a Number of Risks\\\\n\\\\nOur international activities are significant to our revenues and profits, and we plan to further expand internationally. In certain international market segments, we have relatively little operating experience and may not benefit from any first-to-market advantages or otherwise succeed. It is costly to establish, develop, and maintain international operations and stores, and promote our brand internationally. Our international operat...&quot;,&quot;# The Variability in Our Retail Business Places Increased Strain on Our Operations\\\\n\\\\nDemand for our products and services can fluctuate significantly for many reasons, including as a result of seasonality, promotions, product launches, or unforeseeable events, such as in response to global economic conditions such as recessionary fears or rising inflation, natural or human-caused disasters (including public health crises) or extreme weather (including as a result of climate change), or geopolitic...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nunable to prevent third parties from acquiring domain names that are similar to, infringe upon, or diminish the value of our trademarks and other proprietary rights.\\\\n\\\\nWe are not always able to discover or determine the extent of any unauthorized use of our proprietary rights. Actions taken by third parties that license our proprietary rights may materially diminish the value of our proprietary rights or reputation. The protection of our intellectual property requires the ...&quot;,&quot;9&quot;,&quot;# Table of Contents\\\\n\\\\n- changes in usage or adoption rates of the internet, e-commerce, electronic devices, and web services, including outside the U.S.;\\\\n- timing, effectiveness, and costs of expansion and upgrades of our systems and infrastructure;\\\\n- the success of our geographic, service, and product line expansions;\\\\n- the extent to which we finance, and the terms of any such financing for, our current operations and future growth;\\\\n- the outcomes of legal proceedings and claims, which may inclu...&quot;,&quot;# In addition, failure to optimize inventory management or staffing in our fulfillment network increases our net shipping cost by increasing the distance products are shipped and reducing the number of units per shipment or delivery. We and our co-sourcers may be unable to adequately staff our fulfillment network and customer service centers. For example, productivity across our fulfillment network is affected by regional labor market constraints, which increase payroll costs and make it difficu...&quot;,&quot;Any of these events could cause system interruption, delays, and loss of critical data, and could prevent us from accepting and fulfilling customer orders and providing services, which could make our product and service offerings less attractive and subject us to liability. Our systems are not fully redundant and our disaster recovery planning may not be sufficient. In addition, our insurance may not provide sufficient coverage to compensate for related losses. Any of these events could damage o...&quot;,&quot;# significant competition in the technology industry, particularly for software engineers, customer scientists, and other technical staff. In addition, changes we make to our current and future work environments may not meet the needs or expectations of our employees or may be perceived as less favorable compared to other companies&amp;#x27; policies, which could negatively impact our ability to hire and retain qualified personnel. The loss of any of our executive officers or other key employees, the fai...&quot;,&quot;# Our Business Suffers When We Are Unsuccessful in Making, Integrating, and Maintaining Acquisitions and Investments\\\\n\\\\nWe have acquired and invested in a number of companies, and we may in the future acquire or invest in or enter into joint ventures with additional companies. These transactions involve risks such as:\\\\n\\\\n- disruption of our ongoing business, including loss of management focus on existing businesses;\\\\n- problems retaining key personnel;\\\\n- additional operating losses and expenses of th...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nUpon delivery. For existing and future payment options we offer to our customers, we currently are subject to, and may become subject to additional, regulations and compliance requirements (including obligations to implement enhanced authentication processes that could result in significant costs and reduce the ease of use of our payments products), as well as fraud. For&quot;,&quot;[Table of Contents](#)\\\\n\\\\nexisting laws governing issues such as property ownership, libel, privacy, data use, data protection, data security, data localization, network security, and consumer protection apply to aspects of our operations such as the internet, e-commerce, digital content, web services, electronic devices, advertising, and artificial intelligence technologies and services. A large number of jurisdictions regulate our operations, and the extent, nature, and scope of such regulations...&quot;,&quot;Determining legal reserves or possible losses from such matters involves judgment and may not reflect the full range of uncertainties and unpredictable outcomes. Until the final resolution of such matters, we may be exposed to losses in excess of the amount recorded, and such amounts could be material. Should any of our estimates and assumptions change or prove to have been incorrect, it could have a material effect on our business, consolidated financial position, results of operations, or cash...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nbreaches of such agreements. In addition, some of our agreements with our vendors and sellers do not indemnify us from product liability.\\\\n\\\\n## We Face Additional Tax Liabilities and Collection Obligations\\\\n\\\\nWe are subject to a variety of taxes and tax collection obligations in the U.S. (federal and state) and numerous foreign jurisdictions. We may recognize additional tax expense and be subject to additional tax liabilities, including other liabilities for tax collection ob...&quot;,&quot;Although we believe our tax estimates are reasonable, the final outcome of audits, investigations, and any other tax controversies could be materially different from our historical tax accruals.\\\\n\\\\n## We Are Subject to Risks Related to Government Contracts and Related Procurement Regulations\\\\n\\\\nOur contracts with U.S., as well as state, local, and foreign, government entities are subject to various procurement regulations and other requirements relating to their formation, administration, and perfor...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nmechanisms, controls, technologies, methods, systems, and other processes that are designed to prevent, detect, or mitigate data loss, theft, misuse, unauthorized access, or other security incidents or vulnerabilities affecting the data. The data include confidential, proprietary, and business and personal information that we collect, process, store, and transmit as part of our business, including on behalf of third parties. We also use systems and processes designed to r...&quot;,&quot;# Item 2. Properties\\\\n\\\\nAs of December 31, 2023, we operated the following facilities (in thousands):\\\\n\\\\n| Description of Use                  | Leased Square Footage (1) | Owned Square Footage | Location        |\\\\n|-------------------------------------|---------------------------|----------------------|-----------------|\\\\n| Office space                        | 29,655                    | 9,222                | North America   |\\\\n| Office space                        | 24,528                    | 1,80...&quot;,&quot;# PART II\\\\n\\\\n## Item 5. Market for the Registrant\\\\u2019s Common Stock, Related Shareholder Matters, and Issuer Purchases of Equity Securities\\\\n\\\\n### Market Information\\\\nOur common stock is traded on the Nasdaq Global Select Market under the symbol \\\\u201cAMZN.\\\\u201d\\\\n\\\\n### Holders\\\\nAs of January 24, 2024, there were 11,656 shareholders of record of our common stock, although there is a much larger number of beneficial owners.\\\\n\\\\n### Recent Sales of Unregistered Securities\\\\nNone.\\\\n\\\\n### Issuer Purchases of Equity Securities\\\\n...&quot;,&quot;# Item 7. Management&amp;#x27;s Discussion and Analysis of Financial Condition and Results of Operations\\\\n\\\\n## Forward-Looking Statements:\\\\n\\\\nThis Annual Report on Form 10-K includes forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. All statements other than statements of historical fact, including statements regarding guidance, industry prospects, or future results of operations or financial position, made in this Annual Report on Form 10-K are forward-lo...&quot;,&quot;# Table of Contents\\\\n\\\\nof suppliers, seasonality, and changes in payment and other terms over time, including the effect of balancing pricing and timing of payment terms with suppliers.\\\\n\\\\nWe expect spending in technology and infrastructure will increase over time as we add computer scientists, designers, software and hardware engineers, and merchandising employees. Our technology and infrastructure investment and capital spending projects often support a variety of product and service offerings due...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nvendors, or liquidations, and expected recoverable values of each disposition category. These assumptions about future disposition of inventory are inherently uncertain and changes in our estimates and assumptions may cause us to realize material write-downs in the future. As a measure of sensitivity, for every 1% of additional inventory valuation allowance as of December 31, 2023, we would have recorded an additional cost of sales of approximately $355 million.\\\\n\\\\nIn addit...&quot;,&quot;Amounts held in foreign currencies were $18.3 billion and $23.5 billion as of December 31, 2022 and 2023. Our foreign currency balances include British Pounds, Canadian Dollars, Euros, Indian Rupees, and Japanese Yen.\\\\n\\\\nCash provided by (used in) operating activities was $46.8 billion and $84.9 billion in 2022 and 2023. Our operating cash flows result primarily from cash received from our consumer, seller, developer, enterprise, and content creator customers, and advertisers, offset by cash payme...&quot;,&quot;22&quot;,&quot;# Acquisitions, Investments, and Financial Activities\\\\n\\\\nCash provided by (used in) investing activities was $37.0 billion and $49.8 billion in 2022 and 2023, with the variability caused primarily by purchases, sales, and maturities of marketable securities and cash capital expenditures. Cash capital expenditures were $8.3 billion, and $8.1 billion in 2022 and 2023, which primarily reflect investments in technology infrastructure (the majority of which is to support AWS business growth) and in add...&quot;,&quot;See Item 8 of Part II, \\\\u201cFinancial Statements and Supplementary Data \\\\u2014 Note 6 \\\\u2014 Debt\\\\u201d and \\\\u201cFinancial Statements and Supplementary Data \\\\u2014 Note 7 \\\\u2014 Commitments and Contingencies\\\\u201d for additional discussion of our principal contractual commitments, as well as our pledged assets. Additionally, we have purchase obligations and open purchase orders, including for inventory and capital expenditures, that support normal operations and are primarily due in the next twelve months. These purchase obligations...&quot;,&quot;# Results of Operations\\\\n\\\\nWe have organized our operations into three segments: North America, International, and AWS. These segments reflect the way the Company evaluates its business performance and manages its operations. See Item 8 of Part II, \\\\u201cFinancial Statements and Supplementary Data \\\\u2014 Note 10 \\\\u2014 Segment Information.\\\\u201d\\\\n\\\\n## Overview\\\\n\\\\nMacroeconomic factors, including inflation, increased interest rates, significant capital market and supply chain volatility, and global economic and geopolitic...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nAWS sales increased 13% in 2023, compared to the prior year. The sales growth primarily reflects increased customer usage, partially offset by pricing changes, primarily driven by long-term customer contracts.\\\\n\\\\n*Operating Income (Loss)*\\\\n\\\\nOperating income (loss) by segment is as follows (in millions):\\\\n\\\\n| Operating Income (Loss) | Year Ended December 31, |\\\\n|-------------------------|-------------------------|\\\\n|                         | 2022                    | 2023       ...&quot;,&quot;25&quot;,&quot;# Operating Expense\\\\n\\\\nInformation about operating expenses is as follows (in millions):\\\\n\\\\n| Operating Expenses                         | Year Ended December 31, |\\\\n|--------------------------------------------|-------------------------|\\\\n|                                            | 2022       | 2023       |\\\\n| Cost of sales                              | $288,831   | $304,739   |\\\\n| Fulfillment                                | 84,299     | 90,619     |\\\\n| Technology and infrastructure              | ...&quot;,&quot;# Fulfillment\\\\n\\\\nThe increase in fulfillment costs in absolute dollars in 2023, compared to the prior year, is primarily due to increased sales and investments in our fulfillment network, partially offset by fulfillment network efficiencies. Changes in foreign exchange rates increased fulfillment costs by $52 million in 2023.\\\\n\\\\nWe seek to expand our fulfillment network to accommodate a greater selection and in-stock inventory levels and to meet anticipated shipment volumes from sales of our own pro...&quot;,&quot;# Interest Income and Expense\\\\n\\\\nOur interest income was $989 million and $2.9 billion during 2022 and 2023, primarily due to an increase in prevailing rates. We generally invest our excess cash in AAA-rated money market funds and investment grade short- to intermediate-term marketable debt securities. Our interest income corresponds with the average balance of invested funds based on the prevailing rates, which vary depending on the geographies and currencies in which they are invested.\\\\n\\\\nInterest...&quot;,&quot;# Free Cash Flow Less Principal Repayments of Finance Leases and Financing Obligations\\\\n\\\\nFree cash flow less principal repayments of finance leases and financing obligations is free cash flow reduced by \\\\u201cPrincipal repayments of finance leases\\\\u201d and \\\\u201cPrincipal repayments of financing obligations.\\\\u201d Principal repayments of finance leases and financing obligations approximates the actual payments of cash for finance leases and financing obligations. The following is a reconciliation of free cash flow ...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nAll of these free cash flows measures have limitations as they omit certain components of the overall cash flow statement and do not represent the residual cash flow available for discretionary expenditures. For example, these measures of free cash flows do not incorporate the portion of payments representing principal reductions of debt or cash payments for business acquisitions. Additionally, our mix of property and equipment acquisitions with cash or other financing op...&quot;,&quot;# Guidance\\\\n\\\\nWe provided guidance on February 1, 2024, in our earnings release furnished on Form 8-K as set forth below. These forward-looking statements reflect Amazon.com\\\\u2019s expectations as of February 1, 2024, and are subject to substantial uncertainty. Our results are inherently unpredictable and may be materially affected by many factors, such as fluctuations in foreign exchange rates, changes in global economic and geopolitical conditions and customer demand and spending (including the impac...&quot;,&quot;# Item 7A. Quantitative and Qualitative Disclosures About Market Risk\\\\n\\\\nWe are exposed to market risk for the effect of interest rate changes, foreign currency fluctuations, and changes in the market values of our investments. Information relating to quantitative and qualitative disclosures about market risk is set forth below and in Item 7 of Part II, \\\\u201cManagement\\\\u2019s Discussion and Analysis of Financial Condition and Results of Operations \\\\u2014 Liquidity and Capital Resources.\\\\u201d\\\\n\\\\n## Interest Rate Risk\\\\n...&quot;,&quot;See Item 8 of Part II, \\\\u201cFinancial Statements and Supplementary Data \\\\u2014 Note 6 \\\\u2014 Debt\\\\u201d for additional information.&quot;,&quot;# Foreign Exchange Risk\\\\n\\\\nDuring 2023, net sales from our International segment accounted for 23% of our consolidated revenues. Net sales and related expenses generated from our internationally-focused stores, including within Canada and Mexico (which are included in our North America segment), are primarily denominated in the functional currencies of the corresponding stores and primarily include Euros, British Pounds, and Japanese Yen. The results of operations of, and certain of our intercompa...&quot;,&quot;# Item 8. Financial Statements and Supplementary Data\\\\n\\\\n## INDEX TO CONSOLIDATED FINANCIAL STATEMENTS\\\\n\\\\n|                                                                                          | Page |\\\\n|------------------------------------------------------------------------------------------|------|\\\\n| [Report of Ernst &amp;amp; Young LLP, Independent Registered Public Accounting Firm (PCAOB ID: 42)](link) | 35   |\\\\n| [Consolidated Statements of Cash Flows](link)                                          ...&quot;,&quot;34&quot;,&quot;# Report of Independent Registered Public Accounting Firm\\\\n\\\\nThe Board of Directors and Shareholders  \\\\nAmazon.com, Inc.\\\\n\\\\n## Opinion on the Financial Statements\\\\n\\\\nWe have audited the accompanying consolidated balance sheets of Amazon.com, Inc. (the Company) as of December 31, 2023 and 2022, the related consolidated statements of operations, comprehensive income (loss), stockholders\\\\u2019 equity, and cash flows for each of the three years in the period ended December 31, 2023, and the related notes (colle...&quot;,&quot;Page 35&quot;,&quot;# Uncertain Tax Positions\\\\n\\\\n### Description of the Matter\\\\n\\\\nAs discussed in Notes 1 and 9 of the consolidated financial statements, the Company is subject to income taxes in the U.S. and numerous foreign jurisdictions and during the ordinary course of business, there are many such jurisdictions for which the ultimate tax determination is uncertain. As a result, significant judgment is required in evaluating the Company\\\\u2019s tax positions and determining its provision for income taxes. The Company use...&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED STATEMENTS OF CASH FLOWS\\\\n### (in millions)\\\\n\\\\n| Year Ended December 31, | 2021     | 2022     | 2023     |\\\\n|-------------------------|----------|----------|----------|\\\\n| CASH, CASH EQUIVALENTS, AND RESTRICTED CASH, BEGINNING OF PERIOD | $ 42,377 | $ 36,477 | $ 54,253 |\\\\n| **OPERATING ACTIVITIES:** |          |          |          |\\\\n| Net income (loss) | 33,364   | (2,722)  | 30,425   |\\\\n| Adjustments to reconcile net income (loss) to net cash from operating activit...&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED STATEMENTS OF OPERATIONS\\\\n### (in millions, except per share data)\\\\n\\\\n| Year Ended December 31, | 2021       | 2022       | 2023       |\\\\n|-------------------------|------------|------------|------------|\\\\n| **Net product sales**   | $ 241,787  | $ 242,901  | $ 255,887  |\\\\n| **Net service sales**   | 228,035    | 271,082    | 318,898    |\\\\n| **Total net sales**     | 469,822    | 513,983    | 574,785    |\\\\n\\\\n**Operating expenses:**\\\\n\\\\n| Cost of sales           | 272,344  ...&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME (LOSS)\\\\n### (in millions)\\\\n\\\\n| Year Ended December 31, | 2021     | 2022     | 2023     |\\\\n|-------------------------|----------|----------|----------|\\\\n| Net income (loss)       | $ 33,364 | $ (2,722)| $ 30,425 |\\\\n| Other comprehensive income (loss): |          |          |          |\\\\n| Foreign currency translation adjustments, net of tax of $47, $100, and $(5) | (819)    | (2,586) | 1,027    |\\\\n| Available-for-sale debt securities:...&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED BALANCE SHEETS\\\\n(in millions, except per share data)\\\\n\\\\n### December 31,\\\\n| ASSETS | 2022 | 2023 |\\\\n| --- | --- | --- |\\\\n| **Current assets:** | | |\\\\n| Cash and cash equivalents | $53,888 | $73,387 |\\\\n| Marketable securities | 16,138 | 13,393 |\\\\n| Inventories | 34,405 | 33,318 |\\\\n| Accounts receivable, net and other | 42,360 | 52,253 |\\\\n| **Total current assets** | 146,791 | 172,351 |\\\\n| Property and equipment, net | 186,715 | 204,177 |\\\\n| Operating leases | 66,123 | 72,513...&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED STATEMENTS OF STOCKHOLDERS\\\\u2019 EQUITY\\\\n### (in millions)\\\\n\\\\n|                | Common Stock | Treasury Stock | Additional Paid-In Capital | Accumulated Other Comprehensive Income (Loss) | Retained Earnings | Total Stockholders\\\\u2019 Equity |\\\\n|----------------|--------------|----------------|----------------------------|----------------------------------------------|-------------------|----------------------------|\\\\n|                | Shares       | Amount         |        ...&quot;,&quot;# AMAZON.COM, INC.\\\\n# NOTES TO CONSOLIDATED FINANCIAL STATEMENTS\\\\n\\\\n## Note 1 \\\\u2014 DESCRIPTION OF BUSINESS, ACCOUNTING POLICIES, AND SUPPLEMENTAL DISCLOSURES\\\\n\\\\n### Description of Business\\\\nWe seek to be Earth\\\\u2019s most customer-centric company. In each of our segments, we serve our primary customer sets, consisting of consumers, sellers, developers, enterprises, content creators, advertisers, and employees. We serve consumers through our online and physical stores and focus on selection, price, and conveni...&quot;,&quot;# Supplemental Cash Flow Information\\\\n\\\\nFor the year ended December 31, 2022, we recorded approximately $720 million, of which $640 million was recorded in the fourth quarter, of estimated severance costs primarily related to planned role eliminations. These charges were recorded primarily in \\\\u201cTechnology and infrastructure,\\\\u201d \\\\u201cFulfillment,\\\\u201d and \\\\u201cGeneral and administrative\\\\u201d on our consolidated statements of operations and primarily impacted our North America segment.\\\\n\\\\nCharges for impairment, expense...&quot;,&quot;[Table of Contents](#)&quot;,&quot;**Advertising services** - We provide advertising services to sellers, vendors, publishers, authors, and others, through programs such as sponsored ads, display, and video advertising. Revenue is recognized as ads are delivered based on the number of clicks or impressions.\\\\n\\\\n**Subscription services** - Our subscription sales include fees associated with Amazon Prime memberships and access to content including digital video, audiobooks, digital music, e-books, and other non-AWS subscription servic...&quot;,&quot;### Return Allowances\\\\n\\\\nReturn allowances, which reduce revenue and cost of sales, are estimated using historical experience. Liabilities for return allowances are included in \\\\u201cAccrued expenses and other\\\\u201d and were $1.0 billion, $1.3 billion, and $1.4 billion as of December 31, 2021, 2022, and 2023. Additions to the allowance were $5.1 billion, $5.5 billion, and $5.2 billion and deductions from the allowance were $4.9 billion, $5.2 billion, and $5.1 billion in 2021, 2022, and 2023. Included in \\\\u201cIn...&quot;,&quot;### Cost of Sales\\\\n\\\\nCost of sales primarily consists of the purchase price of consumer products, inbound and outbound shipping costs, including costs related to sortation and delivery centers and where we are the transportation service provider, and digital media content costs where we record revenue gross, including video and music. Shipping costs to receive products from our suppliers are included in our inventory, and recognized as cost of sales upon sale of products to the customers. Payment ...&quot;,&quot;### Vendor Agreements\\\\n\\\\nWe have agreements with our vendors to receive consideration primarily for cooperative marketing efforts, promotions, incentives, and volume rebates. We generally consider these amounts received from vendors to be a reduction of the prices we pay for their goods, including property and equipment, or services, and are recorded as a reduction of the cost of inventory, cost of services, or cost of property and equipment. Volume rebates typically depend on reaching minimum pur...&quot;,&quot;### Fulfillment\\\\n\\\\nFulfillment costs primarily consist of those costs incurred in operating and staffing our North America and International segments\\\\u2019 fulfillment centers, physical stores, and customer service centers, including facilities and equipment expenses, such as depreciation and amortization, and rent; costs attributable to buying, receiving, inspecting, and warehousing inventories; picking, packaging, and preparing customer orders for shipment; payment processing and related transaction ...&quot;,&quot;44&quot;,&quot;# Technology and Infrastructure\\\\n\\\\nTechnology and infrastructure costs include payroll and related expenses for employees involved in the research and development of new and existing products and services, development, design, and maintenance of our stores, curation and display of products and services made available in our online stores, and infrastructure costs. Infrastructure costs include servers, networking equipment, and data center related depreciation and amortization, rent, utilities, and...&quot;,&quot;# Included in other income (expense), net in 2022 and 2023 is a marketable equity securities valuation gain (loss) of $(12.7) billion and $797 million from our equity investment in Rivian Automotive, Inc. (\\\\u201cRivian\\\\u201d). Our investment in Rivian\\\\u2019s preferred stock was accounted for at cost, with adjustments for observable changes in prices or impairments, prior to Rivian\\\\u2019s initial public offering in November 2021, which resulted in the conversion of our preferred stock to Class A common stock. As of ...&quot;,&quot;# Fair Value of Financial Instruments\\\\n\\\\nFair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. To increase the comparability of fair value measures, the following hierarchy prioritizes the inputs to valuation methodologies used to measure fair value:\\\\n\\\\n- **Level 1** \\\\u2014 Valuations based on quoted prices for identical assets and liabilities in active markets.\\\\n- **Level 2*...&quot;,&quot;# Software Development Costs\\\\n\\\\nWe incur software development costs related to products to be sold, leased, or marketed to external users, internal-use software, and our websites. Software development costs capitalized were not significant for the years presented. All other costs, including those related to design or maintenance, are expensed as incurred.\\\\n\\\\n# Property and Equipment, Net\\\\n\\\\nProperty and equipment are stated at cost less accumulated depreciation and amortization. Incentives that we rec...&quot;,&quot;# Goodwill and Indefinite-Lived Intangible Assets\\\\n\\\\nWe evaluate goodwill and indefinite-lived intangible assets for impairment annually or more frequently when an event occurs or circumstances change that indicate the carrying value may not be recoverable. We may elect to utilize a qualitative assessment to evaluate whether it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is less than its carrying value and if so, we perform a quantitative te...&quot;,&quot;# In Q3 2023, we invested in a $1.25 billion note from Anthropie, PBC, which is convertible to equity. The note is classified as available for sale and reported at fair value with unrealized gains and losses included in \\\\u201cAccumulated other comprehensive income (loss).\\\\u201d The note is classified as a Level 3 asset. We have an agreement that expires in Q1 2024 to invest up to an additional $2.75 billion in a second convertible note. We also have a commercial arrangement primarily for the provision of ...&quot;,&quot;We reduce the liability for a gift card when redeemed by a customer. The portion of gift cards that we do not expect to be redeemed is recognized based on customer usage patterns.\\\\n\\\\n## Self-Insurance Liabilities\\\\n\\\\nAlthough we maintain certain high-deductible, third-party insurance coverage for catastrophic losses, we effectively self-insure for exposure primarily related to workers\\\\u2019 compensation, employee health care benefits, general and product liability, and automobile liability, including liab...&quot;,&quot;# Table of Contents\\\\n\\\\n2023. As of December 31, 2022 and 2023, our total self-insurance liabilities were $4.0 billion and $6.3 billion and are included in \\\\u201cAccrued expenses and other\\\\u201d on our consolidated balance sheets.\\\\n\\\\n## Unearned Revenue\\\\n\\\\nUnearned revenue is recorded when payments are received or due in advance of performing our service obligations and is recognized over the service period. Unearned revenue primarily relates to prepayments of AWS services and Amazon Prime memberships. Our total...&quot;,&quot;# Note 2 \\\\u2014 FINANCIAL INSTRUMENTS\\\\n\\\\n## Cash, Cash Equivalents, Restricted Cash, and Marketable Securities\\\\n\\\\nAs of December 31, 2022 and 2023, our cash, cash equivalents, restricted cash, and marketable securities primarily consisted of cash, AAA-rated money market funds, U.S. and foreign government and agency securities, other investment grade securities, and marketable equity securities. Cash equivalents and marketable securities are recorded at fair value. The following table summarizes, by major...&quot;,&quot;[Table of Contents](#)\\\\n\\\\n| December 31, 2023 | Cost or Amortized Cost | Gross Unrealized Gains | Gross Unrealized Losses | Total Estimated Fair Value |\\\\n|-------------------|------------------------|------------------------|-------------------------|----------------------------|\\\\n| Cash              | $ 11,706               | \\\\u2014                      | $ \\\\u2014                     | $ 11,706                   |\\\\n| Level 1 securities:                                                                          ...&quot;,&quot;# Consolidated Statements of Cash Flows Reconciliation\\\\n\\\\nThe following table provides a reconciliation of the amount of cash, cash equivalents, and restricted cash reported within the consolidated balance sheets to the total of the same such amounts shown in the consolidated statements of cash flows (in millions):\\\\n\\\\n|                                | December 31, 2022 | December 31, 2023 |\\\\n|--------------------------------|-------------------|-------------------|\\\\n| Cash and cash equivalents      |...&quot;,&quot;# Note 4 \\\\u2014 LEASES\\\\n\\\\nWe have entered into non-cancellable operating and finance leases for fulfillment network, data center, office, and physical store facilities as well as server and networking equipment, aircraft, and vehicles. Gross assets acquired under finance leases, including those where title transfers at the end of the lease, are recorded in \\\\u201cProperty and equipment, net\\\\u201d and were $68.0 billion and $62.5 billion as of December 31, 2022 and 2023. Accumulated amortization associated with fi...&quot;,&quot;# Note 5 \\\\u2014 ACQUISITIONS, GOODWILL, AND ACQUIRED INTANGIBLE ASSETS\\\\n\\\\n## 2021 Acquisition Activity\\\\nDuring 2021, we acquired certain companies for an aggregate purchase price of $496 million, net of cash acquired.\\\\n\\\\n## 2022 Acquisition Activity\\\\nOn March 17, 2022, we acquired MGM Holdings Inc., for cash consideration of approximately $6.1 billion, net of cash acquired, to provide more digital media content options for customers. We also assumed $2.5 billion of debt, which we repaid immediately after c...&quot;,&quot;# Intangible Assets\\\\n\\\\nAcquired identifiable intangible assets are valued primarily by using discounted cash flows. These assets are included within \\\\u201cOther assets\\\\u201d on our consolidated balance sheets and consist of the following (in millions):\\\\n\\\\n|                  | December 31, 2022 | December 31, 2023 |\\\\n|------------------|-------------------|-------------------|\\\\n|                  | Acquired Intangibles, Gross (1) | Accumulated Amortization (1) | Acquired Intangibles, Net | Acquired Intangibles, ...&quot;,&quot;# Note 6 \\\\u2014 DEBT\\\\n\\\\nAs of December 31, 2023, we had $66.5 billion of unsecured senior notes outstanding (the \\\\u201cNotes\\\\u201d) and $682 million of borrowings under our secured revolving credit facility. Our total long-term debt obligations are as follows (in millions):\\\\n\\\\n| Maturities (a) | Stated Interest Rates | Effective Interest Rates | December 31, 2022 | December 31, 2023 |\\\\n|----------------|-----------------------|-------------------------|-------------------|-------------------|\\\\n| 2014 Notes issuance ...&quot;,&quot;The Credit Facility is available until August 2025, bears interest based on the daily Secured Overnight Financing Rate plus 1.25%, and has a commitment fee of up to 0.43% on the undrawn portion. There were $1.0 billion and $682 million of borrowings outstanding under the Credit Facility as of December 31, 2022 and 2023, which had an interest rate of 5.6% and 6.6%, respectively. As of December 31, 2022 and 2023, we have pledged $1.2 billion and $806 million of our cash and seller receivables as c...&quot;,&quot;[Table of Contents](#)\\\\n\\\\nBorrowings outstanding under the Commercial Paper Programs as of December 31, 2022, which were included in \\\\u201cAccrued expenses and other\\\\u201d on our consolidated balance sheets and had a weighted-average effective interest rate, including issuance costs, of 4.5%. There were no borrowings outstanding under the Commercial Paper Programs as of December 31, 2023. We use the net proceeds from the issuance of commercial paper for general corporate purposes.\\\\n\\\\nIn November 2023, we ente...&quot;,&quot;# Note 7 \\\\u2014 COMMITMENTS AND CONTINGENCIES\\\\n\\\\n## Commitments\\\\n\\\\nThe following summarizes our principal contractual commitments, excluding open orders for purchases that support normal operations and are generally cancellable, as of December 31, 2023 (in millions):\\\\n\\\\n|                            | Year Ended December 31, |        |        |        |        |            |        |\\\\n|----------------------------|-------------------------|--------|--------|--------|--------|------------|--------|\\\\n|         ...&quot;,&quot;**Includes asset retirement obligations, liabilities associated with digital media content agreements with initial terms greater than one year, and the estimated timing and amounts of payments for rent and tenant improvements associated with build-to-suit lease arrangements that are under construction. Excludes approximately $5.2 billion of income tax contingencies for which we cannot make a reasonably reliable estimate of the amount and period of payment, if any.**\\\\n\\\\n## Suppliers\\\\n\\\\nDuring 2023, n...&quot;,&quot;# Hypermedia Method and System for Automatically Invoking External Application Providing Interaction and Display of Embedded Objects Within a Hypermedia Document\\\\n\\\\nThe complaint sought a judgment of infringement together with costs and attorneys\\\\u2019 fees. In February 2016, Eolas filed an amended complaint seeking, among other things, an unspecified amount of damages. In February 2017, Eolas alleged in its damages report that in the event of a finding of liability Amazon could be subject to $130 mill...&quot;,&quot;Beginning in March 2020 with Frame-Wilson v. Amazon.com, Inc. filed in the United States District Court for the Western District of Washington (\\\\u201cW.D. Wash.\\\\u201d), private litigants have filed a number of cases in the U.S. and Canada alleging, among other things, price fixing agreements between Amazon.com, Inc. and vendors and third-party sellers in Amazon\\\\u2019s stores, monopolization and attempted monopolization, and consumer protection and unjust enrichment claims. Attorneys General for the District of...&quot;,&quot;# System for Addressing On-Demand TV Program Content on TV Services Platforms of a Digital TV Services Provider\\\\n\\\\n## System for Addressing On-Demand TV Program Content on TV Services Platforms of a Digital TV Services Provider\\\\n\\\\n### System for Addressing On-Demand TV Program Content on TV Services Platforms of a Digital TV Services Provider\\\\n\\\\nSubscribers\\\\u201d; 10,028,026, entitled \\\\u201cSystem for Addressing On-Demand TV Program Content on TV Services Platforms of a Digital TV Services Provider\\\\u201d; and 9,973,...&quot;,&quot;Patent Nos. 7,515,981, entitled \\\\u201cLight Guided Assembly System\\\\u201d; and 9,658,614 and 10,528,036, each entitled \\\\u201cLight Guided Assembly System and Method.\\\\u201d The complaint seeks an unspecified amount of damages, enhanced damages, attorneys\\\\u2019 fees, costs, interest, and injunctive relief. We dispute the allegations of wrongdoing and intend to defend ourselves vigorously in this matter.\\\\n\\\\nIn May 2023, Dialect, LLC filed a complaint against Amazon.com, Inc. and Amazon Web Services, Inc. in the United States ...&quot;,&quot;# Note 8 \\\\u2014 STOCKHOLDERS\\\\u2019 EQUITY\\\\n\\\\n## Preferred Stock\\\\nWe have authorized 500 million shares of $0.01 par value preferred stock. No preferred stock was outstanding for any year presented.\\\\n\\\\n## Common Stock\\\\nCommon shares outstanding plus shares underlying outstanding stock awards totaled 10.5 billion, 10.6 billion, and 10.8 billion, as of December 31, 2021, 2022, and 2023. These totals include all vested stock awards outstanding, including those awards we estimate will be forfeited.\\\\n\\\\n## Stock Repurch...&quot;,&quot;# The following table summarizes our restricted stock unit activity (in millions):\\\\n\\\\n|                                      | Number of Units | Weighted Average Grant-Date Fair Value |\\\\n|--------------------------------------|-----------------|----------------------------------------|\\\\n| Outstanding as of January 1, 2021    | 303.3           | $100                                    |\\\\n| Units granted                        | 127.3           | 167                                    |\\\\n| Units vested ...&quot;,&quot;# The components of the provision (benefit) for income taxes, net are as follows (in millions):\\\\n\\\\n|                            | Year Ended December 31,       |\\\\n|----------------------------|-------------------------------|\\\\n|                            | 2021       | 2022       | 2023       |\\\\n| U.S. Federal:              |            |            |            |\\\\n| Current                    | $ 2,129    | $ 2,175    | $ 8,652    |\\\\n| Deferred                   | 155        | (6,686)    | (5,505)   ...&quot;,&quot;# Deferred Income Tax Assets and Liabilities\\\\n\\\\nWe recorded a provision for income taxes in 2023 as compared to an income tax benefit in 2022 primarily due to an increase in pretax income, a decrease in the tax impact of foreign earnings and losses driven by a decline in the favorable effects of corporate restructuring transactions, and an increase in tax shortfalls from stock-based compensation. This was partially offset by an increase in federal research and development credits, which included a...&quot;,&quot;# The reconciliation of our income tax contingencies is as follows (in millions):\\\\n\\\\n|   | December 31, 2021 | December 31, 2022 | December 31, 2023 |\\\\n|---|-------------------|-------------------|-------------------|\\\\n| **Gross tax contingencies \\\\u2013 January 1** | $2,820 | $3,242 | $4,002 |\\\\n| **Gross increases to tax positions in prior periods** | 403 | 274 | 440 |\\\\n| **Gross decreases to tax positions in prior periods** | (354) | (172) | (38) |\\\\n| **Gross increases to current period tax positions** | 5...&quot;,&quot;Luxembourg computed an initial recovery amount, consistent with the European Commission\\\\u2019s decision, which we deposited into escrow in March 2018, subject to adjustment pending conclusion of all appeals. In December 2017, Luxembourg appealed the European Commission\\\\u2019s decision. In May 2018, we appealed. On May 12, 2021, the European Union General Court annulled the European Commission\\\\u2019s state aid decision. In July 2021, the European Commission appealed the decision to the European Court of Justice...&quot;,&quot;# Note 10 \\\\u2014 SEGMENT INFORMATION\\\\n\\\\nWe have organized our operations into three segments: North America, International, and AWS. We allocate to segment results the operating expenses \\\\u201cFulfillment,\\\\u201d \\\\u201cTechnology and infrastructure,\\\\u201d \\\\u201cSales and marketing,\\\\u201d and \\\\u201cGeneral and administrative\\\\u201d based on usage, which is generally reflected in the segment in which the costs are incurred. The majority of technology costs recorded in \\\\u201cTechnology and infrastructure\\\\u201d are incurred in the U.S. and are included in o...&quot;,&quot;# Net sales by groups of similar products and services, which also have similar economic characteristics, is as follows (in millions):\\\\n\\\\n|                            | Year Ended December 31,       |\\\\n|----------------------------|-------------------------------|\\\\n|                            | 2021         | 2022         | 2023         |\\\\n| **Net Sales:**             |              |              |              |\\\\n| Online stores (1)          | $ 222,075    | $ 220,004    | $ 231,872    |\\\\n| Physical...&quot;,&quot;# Total Segment Assets\\\\n\\\\nTotal segment assets exclude corporate assets, such as cash and cash equivalents, marketable securities, other long-term investments, corporate facilities, goodwill and other acquired intangible assets, and tax assets. Technology infrastructure assets are allocated among the segments based on usage, with the majority allocated to the AWS segment. Total segment assets reconciled to consolidated amounts are as follows (in millions):\\\\n\\\\n|                | December 31, 2021 | D...&quot;,&quot;U.S. property and equipment, net and operating leases were $155.0 billion, $180.0 billion, and $196.0 billion, as of December 31, 2021, 2022, and 2023, and non-U.S. property and equipment, net and operating leases were $61.3 billion, $72.9 billion, and $80.7 billion as of December 31, 2021, 2022, and 2023. Except for the U.S., property and equipment, net and operating leases in any single country were less than 10% of consolidated property and equipment, net and operating leases.\\\\n\\\\n## Depreciatio...&quot;,&quot;# Item 9. Changes in and Disagreements with Accountants On Accounting and Financial Disclosure\\\\n\\\\nNone.\\\\n\\\\n# Item 9A. Controls and Procedures\\\\n\\\\n## Evaluation of Disclosure Controls and Procedures\\\\n\\\\nWe carried out an evaluation required by the Securities Exchange Act of 1934 (the \\\\u201c1934 Act\\\\u201d), under the supervision and with the participation of our principal executive officer and principal financial officer, of the effectiveness of the design and operation of our disclosure controls and procedures, as d...&quot;,&quot;# Report of Independent Registered Public Accounting Firm\\\\n\\\\nThe Board of Directors and Shareholders  \\\\nAmazon.com, Inc.\\\\n\\\\n## Opinion on Internal Control Over Financial Reporting\\\\n\\\\nWe have audited Amazon.com, Inc.\\\\u2019s internal control over financial reporting as of December 31, 2023, based on criteria established in Internal Control-Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework) (the COSO criteria). In our opinion, Amazon.com, Inc. (...&quot;,&quot;72&quot;,&quot;# Item 9B. Other Information\\\\n\\\\nOn November 3, 2023, Jonathan Rubinstein, Director, adopted a trading plan intended to satisfy Rule 10b5-1(c) to sell up to 22,953 shares of Amazon.com, Inc. common stock over a period ending on February 9, 2026, subject to certain conditions.\\\\n\\\\nOn November 6, 2023, Douglas Herrington, CEO Worldwide Amazon Stores, adopted a trading plan intended to satisfy Rule 10b5-1(c) to sell up to 130,162 shares of Amazon.com, Inc. common stock over a period ending on December 31...&quot;,&quot;[Table of Contents](#)\\\\n\\\\n### Item 13. Certain Relationships and Related Transactions, and Director Independence\\\\n\\\\nInformation required by Item 13 of Part III is included in our Proxy Statement relating to our 2024 Annual Meeting of Shareholders and is incorporated herein by reference.\\\\n\\\\n### Item 14. Principal Accountant Fees and Services\\\\n\\\\nInformation required by Item 14 of Part III is included in our Proxy Statement relating to our 2024 Annual Meeting of Shareholders and is incorporated herein by r...&quot;,&quot;74&quot;,&quot;# PART IV\\\\n\\\\n## Item 15. Exhibits, Financial Statement Schedules\\\\n\\\\n### (a) List of Documents Filed as a Part of This Report:\\\\n\\\\n#### (1) Index to Consolidated Financial Statements:\\\\n- Report of Ernst &amp;amp; Young LLP, Independent Registered Public Accounting Firm\\\\n- Consolidated Statements of Cash Flows for each of the three years ended December 31, 2023\\\\n- Consolidated Statements of Operations for each of the three years ended December 31, 2023\\\\n- Consolidated Statements of Comprehensive Income (Loss) for ea...&quot;,&quot;](https://www.sec.gov/Archives/edgar/data/1018724/000119312514430198/d362731dex43.htm) |\\\\n| 4.4 | [Officers\\\\u2019 Certificate of Amazon.com, Inc., dated as of August 22, 2017, containing Form of 1.900% Note due 2020, Form of 2.400% Note due 2023, Form of 2.800% Note due 2024, Form of 3.150% Note due 2027, Form of 3.875% Note due 2037, Form of 4.050% Note due 2047, and Form of 4.250% Note due 2057 (incorporated by reference to the Company\\\\u2019s Current Report on Form 8-K, filed August 22, 2017).](https://w...&quot;,&quot;# Table of Contents\\\\n\\\\n### 4.6\\\\nOfficers&amp;#x27; Certificate of Amazon.com, Inc., dated as of June 3, 2020, containing Form of 0.400% Note due 2023, Form of 0.800% Note due 2025, Form of 1.200% Note due 2027, Form of 1.500% Note due 2030, Form of 2.500% Note due 2050, and Form of 2.700% Note due 2060 (incorporated by reference to the Company&amp;#x27;s Current Report on Form 8-K, filed June 3, 2020).\\\\n\\\\n### 4.7\\\\nOfficers&amp;#x27; Certificate of Amazon.com, Inc., dated as of May 12, 2021, containing Form of 0.250% Note due 20...&quot;,&quot;### 10.9\\\\nFive-Year Revolving Credit Agreement, dated as of November 1, 2023, among Amazon.com, Inc., Citibank N.A., as administrative agent, and the lenders party thereto (incorporated by reference to the Company&amp;#x27;s Current Report on Form 8-K, filed November 1, 2023).\\\\n\\\\n### 10.10\\\\n364-Day Revolving Credit Agreement, dated as of November 1, 2023, among Amazon.com, Inc., Citibank N.A., as administrative agent, and the lenders party thereto (incorporated by reference to the Company&amp;#x27;s Current Report on...&quot;,&quot;# Table of Contents\\\\n\\\\n32.2 [Certification of Brian T. Olsavsky, Senior Vice President and Chief Financial Officer of Amazon.com, Inc., pursuant to 18 U.S.C. Section 1350](#)\\\\n\\\\n97.1 [Amazon.com, Inc. Clawback Policy](#)\\\\n\\\\n101 The following financial statements from the Company\\\\u2019s Annual Report on Form 10-K for the year ended December 31, 2023, formatted in Inline XBRL: (i) Consolidated Statements of Cash Flows, (ii) Consolidated Statements of Operations, (iii) Consolidated Statements of Comprehensive...&quot;,&quot;77&quot;,&quot;[Table of Contents](#)\\\\n\\\\n# SIGNATURES\\\\n\\\\nPursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the registrant has duly caused this Report to be signed on its behalf by the undersigned, thereunto duly authorized, as of February 1, 2024.\\\\n\\\\nAMAZON.COM, INC.\\\\n\\\\nBy:  \\\\n/s/ Andrew R. Jassy  \\\\nAndrew R. Jassy  \\\\nPresident and Chief Executive Officer\\\\n\\\\nPursuant to the requirements of the Securities Exchange Act of 1934, this Report has been signed below by the following perso...&quot;,&quot;NO_CONTENT_HERE&quot;,&quot;# AMAZON.COM, INC.\\\\n\\\\n## GLOBAL RESTRICTED STOCK UNIT AWARD AGREEMENT\\\\n\\\\nTO: &amp;lt;&amp;lt;Participant&amp;gt;&amp;gt;\\\\n\\\\nYou have been granted this restricted stock unit award (the \\\\&quot;Award\\\\&quot;) by Amazon.com, Inc. (the \\\\&quot;Company\\\\&quot;) pursuant to the Company&amp;#x27;s 1997 Stock Incentive Plan (the \\\\&quot;Plan\\\\&quot;). The Award represents an unsecured and unfunded promise of the Company to deliver Common Stock of the Company in the future subject to the fulfillment of the vesting conditions set forth in this Global Restricted Stock Unit Award Agreement....&quot;,&quot;THE SHARES ISSUABLE UPON VESTING OF THIS AWARD WILL NOT BE RELEASED TO YOU UNTIL ALL APPLICABLE TAX-RELATED ITEMS HAVE BEEN COLLECTED FROM YOU OR HAVE OTHERWISE BEEN PROVIDED FOR.\\\\n\\\\nExhibit 10.7&quot;,&quot;For purposes of the Award, your employment will be considered terminated as of the date the Company determines you are no longer actively providing services to the Company or a Subsidiary (regardless of the reason for such termination and whether or not later found to be invalid or in breach of employment laws in the jurisdiction where you are employed or the terms of your employment agreement, if any), and unless otherwise expressly provided in this Agreement or determined by the Company, your ...&quot;,&quot;Further, if you are subject to Tax-Related Items in more than one jurisdiction between the Award Date and the date of any relevant taxable or tax withholding event, as applicable, you acknowledge that the Company or the Employer (or former employer, as applicable) may be required to withhold or account for Tax-Related Items in more than one jurisdiction.\\\\n\\\\n#### (b) Payment of Tax-Related Items.\\\\nPrior to any event in connection with the Award (e.g., vesting) that gives rise to a Tax-Related Items ...&quot;,&quot;# Items\\\\n\\\\nShares sold on the day of the event giving rise to the Tax-Related Items (e.g., a Vest Date) or as soon thereafter as practicable. You will be responsible for all broker&amp;#x27;s fees and other costs of sale, and you agree to indemnify and hold the Company harmless from any losses, costs, damages, or expenses relating to any such sale. The number of Shares sold may be determined by considering any applicable withholding rates, including maximum applicable rates, to the extent the proceeds of s...&quot;,&quot;Such exemptions from registration are very limited and might be unavailable. You agree that any resale by you of the Shares issued pursuant to the Award shall comply in all respects with the requirements of all applicable securities laws, rules and regulations, including, without limitation, the provisions of the Securities Act, the Exchange Act and the respective rules and regulations promulgated thereunder, and any other law, rule or regulation including, without limitation, applicable securit...&quot;,&quot;(e) the Award and the Shares subject to the Award are not intended to replace any pension rights or compensation;\\\\n\\\\n(f) the Award and the Shares subject to the Award, and the income and value of same, are not part of normal or expected compensation for purposes of calculating any benefits, severance, resignation, termination, redundancy, dismissal, end of service payments, bonuses, long-service awards, pension or retirement or welfare benefits or similar payments;\\\\n\\\\n(g) no claim or entitlement to ...&quot;,&quot;```\\\\nassist the Company (presently or in the future) with implementing, administering and managing the Plan to receive, possess, use, retain and transfer the Data, in electronic or other form, for the sole purpose of implementing, administering and managing your participation in the Plan.\\\\n\\\\n(c) you understand that Data will be held only as long as is necessary to implement, administer and manage your participation in the Plan.\\\\n\\\\n(e) you understand that you are providing the consents herein on a pur...&quot;,&quot;## 20. Imposition of Other Requirements.\\\\nThe Company reserves the right to impose other requirements on your participation in the Plan, on the Award and on any Shares issued in settlement of the Award, to the extent the Company determines it is necessary or advisable for legal or administrative reasons, and to require you to sign any additional agreements or undertakings that may be necessary to accomplish the foregoing.\\\\n\\\\n## 21. Waiver.\\\\nYou acknowledge that a waiver by the Company of breach of a...&quot;,&quot;# ACCEPTANCE AND ACKNOWLEDGMENT\\\\n\\\\nIf the Company requests that your acceptance of this Agreement be evidenced other than electronically, please complete and sign the following:\\\\n\\\\nI, a resident of (state, or country if other than U.S.), accept and agree to the terms of the Restricted Stock Unit Award described in this Agreement and in the Plan, acknowledge receipt of a copy of this Agreement, the Plan and the applicable Plan Summary, and acknowledge that I have read them carefully and that I fully ...&quot;,&quot;# APPENDIX TO THE\\\\n\\\\n# AMAZON.COM, INC.\\\\n\\\\n# GLOBAL RESTRICTED STOCK UNIT AWARD AGREEMENT\\\\n\\\\n****\\\\n\\\\n## UNITED STATES\\\\n\\\\n### Code Section 409A\\\\n\\\\nFor U.S. taxpayers, it is the intent that the grant of the Award as set forth in this Agreement shall qualify for exemption from or comply with the requirements of Section 409A of the Code, and any ambiguities herein will be interpreted to so qualify or comply. The Company reserves the right, to the extent the Company deems necessary or advisable in its sole discr...&quot;,&quot;# AMAZON.COM, INC.\\\\n## LIST OF SIGNIFICANT SUBSIDIARIES\\\\n\\\\n| Legal Name                                | Jurisdiction | Percent Owned |\\\\n|-------------------------------------------|--------------|---------------|\\\\n| Amazon.com Services LLC                   | Delaware     | 100%          |\\\\n| Amazon.com Sales, Inc.                    | Delaware     | 100%          |\\\\n| Amazon Data Services, Inc.                | Delaware     | 100%          |\\\\n| Amazon Web Services, Inc.                 | Delaware     ...&quot;,&quot;# Consent of Independent Registered Public Accounting Firm\\\\n\\\\nWe consent to the incorporation by reference in the following Registration Statements:\\\\n\\\\n(a) Registration Statement (Form S-4 No. 333-55943), as amended, pertaining to the acquisition shelf-registration of Amazon.com, Inc. common stock,\\\\n\\\\n(b) Registration Statement (Form S-8 No. 333-28763), as amended, pertaining to the Amazon.com, Inc. 1997 Stock Incentive Plan (formerly the \\\\u201c1997 Stock Option Plan\\\\u201d) and the Amended and Restated 1994 Sto...&quot;,&quot;# CERTIFICATIONS\\\\n\\\\nI, Andrew R. Jassy, certify that:\\\\n\\\\n1. I have reviewed this Form 10-K of Amazon.com, Inc.;\\\\n\\\\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\\\\n\\\\n3. Based on my knowledge, the financial statements, and other financial information incl...&quot;,&quot;# CERTIFICATIONS\\\\n\\\\nI, Brian T. Olsavsky, certify that:\\\\n\\\\n1. I have reviewed this Form 10-K of Amazon.com, Inc.;\\\\n\\\\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\\\\n\\\\n3. Based on my knowledge, the financial statements, and other financial information in...&quot;,&quot;# Exhibit 32.1\\\\n\\\\n## Certification Pursuant to 18 U.S.C. Section 1350\\\\n\\\\nIn connection with the Annual Report of Amazon.com, Inc. (the \\\\u201cCompany\\\\u201d) on Form 10-K for the year ended December 31, 2023, as filed with the Securities and Exchange Commission (the \\\\u201cSEC\\\\u201d) on or about the date hereof (the \\\\u201cReport\\\\u201d), I, Andrew R. Jassy, President and Chief Executive Officer of the Company, certify, pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002, that:\\\\n\\\\n1....&quot;,&quot;# Exhibit 32.2\\\\n\\\\n## Certification Pursuant to 18 U.S.C. Section 1350\\\\n\\\\nIn connection with the Annual Report of Amazon.com, Inc. (the \\\\u201cCompany\\\\u201d) on Form 10-K for the year ended December 31, 2023, as filed with the Securities and Exchange Commission (the \\\\u201cSEC\\\\u201d) on or about the date hereof (the \\\\u201cReport\\\\u201d), I, Brian T. Olsavsky, Senior Vice President and Chief Financial Officer of the Company, certify, pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2...&quot;,&quot;# AMAZON.COM, INC.\\\\n\\\\n## CLAWBACK POLICY\\\\n\\\\nAmazon.com, Inc.&amp;#x27;s (the \\\\&quot;Company&amp;#x27;s\\\\&quot;) policy is that, in the event the Company is required to prepare an accounting restatement of the Company&amp;#x27;s financial statements due to the Company&amp;#x27;s material noncompliance with any financial reporting requirement under the federal securities laws, including to correct an error that would result in a material misstatement if the error were corrected in the current period or left uncorrected in the current period, the 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Base Tospics&quot;,&quot;title_text_color&quot;:&quot;#B1B1B1&quot;,&quot;title_text_font_style&quot;:&quot;bold&quot;,&quot;border_line_alpha&quot;:0,&quot;background_fill_color&quot;:&quot;#111516&quot;,&quot;background_fill_alpha&quot;:0.5,&quot;label_text_color&quot;:&quot;#E0E0E0&quot;,&quot;label_text_font&quot;:&quot;Helvetica&quot;,&quot;label_text_font_size&quot;:&quot;1.025em&quot;,&quot;label_standoff&quot;:8,&quot;glyph_width&quot;:15,&quot;spacing&quot;:8,&quot;items&quot;:[{&quot;type&quot;:&quot;object&quot;,&quot;name&quot;:&quot;LegendItem&quot;,&quot;id&quot;:&quot;p1048&quot;,&quot;attributes&quot;:{&quot;label&quot;:{&quot;type&quot;:&quot;value&quot;,&quot;value&quot;:&quot;Amazon Financial Reporting&quot;},&quot;renderers&quot;:[{&quot;id&quot;:&quot;p1044&quot;}],&quot;index&quot;:0}},{&quot;type&quot;:&quot;object&quot;,&quot;name&quot;:&quot;LegendItem&quot;,&quot;id&quot;:&quot;p1049&quot;,&quot;attributes&quot;:{&quot;label&quot;:{&quot;type&quot;:&quot;value&quot;,&quot;value&quot;:&quot;Others&quot;},&quot;renderers&quot;:[{&quot;id&quot;:&quot;p1044&quot;}],&quot;index&quot;:52}},{&quot;type&quot;:&quot;object&quot;,&quot;name&quot;:&quot;LegendItem&quot;,&quot;id&quot;:&quot;p1050&quot;,&quot;attributes&quot;:{&quot;label&quot;:{&quot;type&quot;:&quot;value&quot;,&quot;value&quot;:&quot;Restricted Stock 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Reporting&quot;,&quot;Restricted Stock Units&quot;,&quot;Amazon Financial Reporting&quot;,&quot;Amazon Financial Reporting&quot;,&quot;Amazon Financial Reporting&quot;,&quot;Amazon Financial Reporting&quot;,&quot;Amazon Financial Reporting&quot;,&quot;Amazon Financial Reporting&quot;]],[&quot;correctness&quot;,[true,false,false,false,true,true,true,true,true,false,false,true,true,true,true,true,true,true,true,false,false,true,false,true,true,false,false,true,false,false,false,true,true,false,true,false,false,false,true,false,true,false,false,true,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false]],[&quot;questions&quot;,[&quot;What happens to your rights under the Award if your employment is terminated for Cause?&quot;,&quot;What was the total operating expenses for Amazon in 2023?&quot;,&quot;What is the company&amp;#x27;s obligation regarding the sale of shares to satisfy Tax-Related Items?&quot;,&quot;What was the opinion of the independent registered public accounting firm on Amazon.com, Inc.&amp;#x27;s financial statements as of December 31, 2023?&quot;,&quot;What are some factors that could cause actual results to differ from forward-looking statements in the 2023 Amazon 10K report?&quot;,&quot;What amount did the Company report for accrued liabilities related to tax contingencies as of December 31, 2023?&quot;,&quot;What are the potential negative impacts of climate change mentioned in the document?&quot;,&quot;What was the total lease cost for the year ended December 31, 2023?&quot;,&quot;What is the definition of fair value in financial instruments?&quot;,&quot;What is the highest number listed in the provided context?&quot;,&quot;Could you elaborate on the specific conditions and requirements of the shipping policy that dictate when free shipping is applicable for customers?&quot;,&quot;As of December 31, 2023, what is the reported carrying value of equity investments in private companies, considering any adjustments for impairments or observable price changes?&quot;,&quot;Considering the financial performance metrics for Amazon.com, Inc. in 2023, could you specify the exact net income reported, while also comparing it to the previous year&amp;#x27;s figure?&quot;,&quot;According to the 2023 financial report, what specific risks are highlighted regarding acquisitions and investments, particularly in terms of operational disruptions and financial implications?&quot;,&quot;What is the specific date marking the conclusion of the fiscal year that is reported in Amazon.com&amp;#x27;s 10-K report for the year 2023?&quot;,&quot;What are the key competitive factors that influence Amazon&amp;#x27;s retail businesses, considering the diverse range of competitors and the rapidly evolving marketplace?&quot;,&quot;What are the potential legal and financial repercussions, including civil and criminal penalties, that a company might face if it fails to comply with procurement regulations governing government contracts, especially considering the possibility of contract termination or debarment from future government business?&quot;,&quot;Could you identify the individual serving as the Executive Chair of the Board of Directors, including any relevant background information that highlights their experience or contributions to the company?&quot;,&quot;Could you detail the free cash flow less principal repayments of finance leases and financing obligations for Amazon in the fiscal year 2023, while also comparing it to the previous year&amp;#x27;s figures?&quot;,&quot;Could you elaborate on the three distinct segments into which Amazon has strategically organized its operations, and explain how each segment contributes to the overall business model?&quot;,&quot;Considering the competitive landscape detailed in the context, what was the gross tax contingencies amount reported as of December 31, 2023, and how might this figure reflect Amazon&amp;#x27;s strategic positioning against its competitors?&quot;,&quot;What specific tax-related condition must be satisfied prior to the release of shares that are issuable upon vesting of the award?&quot;,&quot;In the context of the 2023 Amazon 10K financial report, what significance does the table of contents hold in relation to the potential risks associated with acquisitions and inventory management?&quot;,&quot;According to the certification, who serves as the Senior Vice President and Chief Financial Officer of Amazon.com, Inc., and how does their role relate to the company&amp;#x27;s operating expenses for the year 2023?&quot;,&quot;What consequences may arise if I choose not to accept the Award under this Agreement, particularly in relation to the Company&amp;#x27;s financial instruments as outlined in the 2023 financial report?&quot;,&quot;What are the implications for future grants of awards after accepting the Award, particularly in light of the financial performance and asset impairment evaluations mentioned in the 2023 Amazon 10K report?&quot;,&quot;In the event of termination of employment, how does the treatment of the unvested portion of the Award differ based on the company&amp;#x27;s reported interest income fluctuations in 2023?&quot;,&quot;Considering the tax-related items that need to be collected before the release of shares, what was the total lease cost recognized in 2023?&quot;,&quot;In light of the context provided regarding government contracts and procurement regulations, what could be the implications of the numbers 22 and 25 if they were to represent specific audit findings or financial penalties?&quot;,&quot;Given the context of the 2023 Amazon financial report, when was the annual impairment test of goodwill completed, and what were the results, particularly in relation to any asset impairments linked to fulfillment network facilities?&quot;,&quot;Hi there, as a financial analyst examining Amazon&amp;#x27;s 10K report for 2023, I&amp;#x27;m eager to understand what the potential consequences could be if the company were to violate government contract regulations, especially in light of upcoming tax regulations that may affect its operational costs and revenue projections.&quot;,&quot;Hi there! As a finance student reviewing the latest Amazon 10K report, I&amp;#x27;m eager to find the information required by Item 13 regarding Certain Relationships and Related Transactions. Where can I locate that?&quot;,&quot;As a savvy investor analyzing Amazon&amp;#x27;s 2023 10K report for potential gains, I&amp;#x27;m curious to know who currently holds the position of Executive Chair of the Board of Directors?&quot;,&quot;As a financial analyst preparing for a client meeting, could you help me understand what the specific numbers provided in Amazon&amp;#x27;s 2023 10K report are?&quot;,&quot;As a financial analyst reviewing Amazon&amp;#x27;s annual 10K report, I&amp;#x27;m trying to understand the outcome of the annual impairment test of goodwill conducted on April 1, 2023. What was the result?&quot;,&quot;As a financial analyst preparing for an investment presentation, I&amp;#x27;m trying to get clarity on Amazon&amp;#x27;s financial landscape. What was the total estimated fair value of cash, cash equivalents, and marketable securities as of December 31, 2023?&quot;,&quot;As a financial analyst preparing for a presentation on the latest Amazon 10K report, could you clarify what an officer must agree to if they are required to file reports under Section 16 of the Securities Exchange Act of 1934 at the time of the grant of the Award?&quot;,&quot;As a financial analyst preparing for an investor meeting, could you tell me what the numbers listed in Amazon&amp;#x27;s 2023 10K financial report are?&quot;,&quot;As a financial analyst preparing for a presentation on Amazon&amp;#x27;s 2023 10K report, I&amp;#x27;m curious about what someone should do if they reside outside of the United States and want to access their personal data collected under the Plan?&quot;,&quot;As an Amazon employee preparing for the end of the fiscal year and trying to understand the tax obligations related to my stock awards, what must I do prior to any event in connection with the Award that gives rise to a Tax-Related Items obligation?&quot;,&quot;What is the nature of the complaint filed by Dialect, LLC against Amazon in May 2023, and what was the outcome of the complaint filed by BroadbandTV against Amazon regarding on-demand TV program content?&quot;,&quot;What were the total net sales and operating income for Amazon in 2023?&quot;,&quot;What is the highest and lowest number mentioned in the context?&quot;,&quot;What were the total net sales for Amazon in 2023 and what was the net income for Amazon in 2022?&quot;,&quot;What are the potential impacts of legal reserves or possible losses on the company&amp;#x27;s operations, and what risks are associated with product liability claims for the company?&quot;,&quot;What was the opinion on Amazon.com, Inc.&amp;#x27;s consolidated financial statements and the effectiveness of its internal control over financial reporting as of December 31, 2023?&quot;,&quot;What types of competitors does the company face in the marketplace and what are some principal competitive factors in the retail businesses?&quot;,&quot;What risks are associated with Amazon&amp;#x27;s international operations and how does it operate in China and India regarding regulatory compliance?&quot;,&quot;What is the total value of acquired intangibles as of December 31, 2023, and what was the amortization expense for acquired finite-lived intangibles in 2023?&quot;,&quot;What is the intent of the grant of the Award in relation to Section 409A of the Code, and what happens to the unvested portion of the Award upon termination of employment?&quot;,&quot;What figures were presented?&quot;,&quot;Who are they?&quot;,&quot;What is it?&quot;,&quot;What details can you provide about that?&quot;,&quot;Who are they?&quot;,&quot;What was the figure?&quot;,&quot;What does it mean?&quot;,&quot;What is the nature of that?&quot;,&quot;What does it represent?&quot;,&quot;What influences this?&quot;]],[&quot;agent_answer&quot;,[&quot;If your employment is terminated for Cause or for a violation of the Company&amp;#x27;s code of business conduct and ethics, your rights under the Award will automatically terminate upon the first notification of such termination, unless the Plan Administrator decides otherwise.&quot;,&quot;The total operating expenses for Amazon in 2023 can be calculated by adding the operating income to the total operating income (loss) for the year. The consolidated operating income for 2023 was $36.9 billion. However, the specific total operating expenses figure is not directly provided in the context. To determine the total operating expenses, one would typically need additional information such as total revenues or specific expense line items. Therefore, the exact total operating expenses for Amazon in 2023 cannot be determined from the provided information.&quot;,&quot;The company is not obligated to arrange for the sale of shares at any particular price, and it has no responsibility to ensure that the proceeds from the sale will be sufficient to cover the Tax-Related Items. If the sale of shares does not fully satisfy the Tax-Related Items, the individual is required to pay any remaining amount to the company or its subsidiaries as soon as practicable. Additionally, the company may retain shares or cash from salary to satisfy any Tax-Related Items due before issuing or delivering shares or proceeds from the sale of shares.&quot;,&quot;The independent registered public accounting firm expressed the opinion that the consolidated financial statements of Amazon.com, Inc. present fairly, in all material respects, the financial position of the Company at December 31, 2023, and the results of its operations and cash flows for each of the three years in the period ended December 31, 2023, in conformity with U.S. generally accepted accounting principles.&quot;,&quot;Actual results could differ from forward-looking statements due to several factors, including fluctuations in foreign exchange rates, changes in global economic conditions, customer demand and spending, inflation, interest rates, regional labor market constraints, world events, the rate of growth of the internet, online commerce, cloud services, and new and emerging technologies. Additionally, factors outlined in the \\\\&quot;Risk Factors\\\\&quot; section may also contribute to discrepancies between expected and actual outcomes.&quot;,&quot;The Company reported accrued liabilities of $5.2 billion for various tax contingencies as of December 31, 2023.&quot;,&quot;The potential negative impacts of climate change include increased operating costs due to more frequent extreme weather events or climate-related changes, such as rising temperatures and water scarcity. There may also be increased investment requirements associated with the transition to a low-carbon economy, decreased demand for products and services as a result of changes in customer behavior, increased compliance costs due to more extensive and global regulations and third-party requirements, and reputational damage resulting from perceptions of environmental impact.&quot;,&quot;The total lease cost for the year ended December 31, 2023, was $18,918 million.&quot;,&quot;Fair value is the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.&quot;,&quot;The highest number listed is 77.&quot;,&quot;The specific conditions and requirements for free shipping are not detailed in the provided information. However, it is important to note that shipping costs can be influenced by various factors such as inventory management, fulfillment network optimization, and the performance of shipping companies. Additionally, peak demand periods, like the holiday season, may affect shipping policies and costs. For precise details on free shipping eligibility, customers should refer to the official shipping policy provided by the retailer.&quot;,&quot;As of December 31, 2023, the reported carrying value of equity investments in private companies is $754 million.&quot;,&quot;In 2023, Amazon.com, Inc. reported a net income of $30,425 million. This represents a significant recovery compared to the previous year&amp;#x27;s net loss of $2,722 million in 2022.&quot;,&quot;The 2023 financial report highlights several specific risks associated with acquisitions and investments that can lead to operational disruptions and financial implications. These include:\\\\n\\\\n1. **Disruption of Ongoing Business**: Acquisitions can divert management focus from existing operations, potentially impacting overall business performance.\\\\n\\\\n2. **Retention of Key Personnel**: There may be challenges in retaining essential staff from acquired companies, which can affect operational continuity.\\\\n\\\\n3. **Operating Losses and Expenses**: Acquired businesses may incur additional operating losses and expenses, impacting overall profitability.\\\\n\\\\n4. **Impairment of Assets**: There is a risk of impairment to both tangible and intangible assets, including goodwill, which can adversely affect financial results.\\\\n\\\\n5. **Customer Relationship Impairment**: Integration processes may impair relationships with customers of the acquired company or existing customers, leading to potential revenue loss.\\\\n\\\\n6. **Transaction Completion Difficulties**: Challenges in completing transactions, such as obtaining regulatory approvals or meeting closing conditions, can delay or prevent anticipated benefits.\\\\n\\\\n7. **Integration Challenges**: Incorporating acquired operations, technology, and rights into existing offerings may be difficult and could lead to unexpected expenses.\\\\n\\\\n8. **Accounting and Administrative Integration**: The integration of accounting, financial reporting, and other administrative systems can be complex, and delays may result in a lack of control.\\\\n\\\\n9. **Investment Performance Risks**: There is a risk of declines in the value of investments, which can negatively impact financial results.\\\\n\\\\n10. **Unknown Liabilities**: Acquisitions may come with potential unknown liabilities that could pose financial risks.\\\\n\\\\n11. **Foreign Transaction Risks**: Acquisitions in foreign markets introduce additional risks related to cultural integration, as well as economic, political, and regulatory challenges.\\\\n\\\\nThese risks collectively highlight the potential for significant operational disruptions and adverse financial implications stemming from acquisition and investment activities.&quot;,&quot;The specific date marking the conclusion of the fiscal year reported in Amazon.com&amp;#x27;s 10-K report for the year 2023 is December 31, 2023.&quot;,&quot;The key competitive factors that influence Amazon&amp;#x27;s retail businesses include selection, price, and convenience, particularly fast and reliable fulfillment. Additionally, for seller and enterprise services, the quality, speed, and reliability of services and tools are crucial, along with customers&amp;#x27; willingness to adapt their business practices.&quot;,&quot;A company that fails to comply with procurement regulations governing government contracts may face significant legal and financial repercussions. These can include various civil and criminal penalties, which may manifest as administrative sanctions. Potential outcomes include the termination of contracts, the requirement to refund or suspend payments, forfeiture of profits, and the imposition of fines. Additionally, the company could be suspended or debarred from future government business, severely impacting its ability to engage in contracts with government entities. Such violations can lead to substantial financial losses and damage to the company&amp;#x27;s reputation.&quot;,&quot;The individual serving as the Executive Chair of the Board of Directors is Jeffrey P. Bezos. He is 60 years old and is known for his significant contributions to the company, having founded Amazon.com, Inc. and leading it through its growth into one of the world&amp;#x27;s largest e-commerce and technology companies. His leadership has been pivotal in shaping the company&amp;#x27;s vision and strategy, driving innovation and expansion across various sectors.&quot;,&quot;In the fiscal year 2023, Amazon reported a free cash flow less principal repayments of finance leases and financing obligations of $32,158 million. This represents a significant improvement compared to the fiscal year 2022, where the figure was $(19,758) million. The increase indicates a positive shift in cash flow management and operational efficiency over the year.&quot;,&quot;Amazon has strategically organized its operations into three distinct segments: North America, International, and Amazon Web Services (AWS). Each segment plays a crucial role in the overall business model.\\\\n\\\\n1. **North America**: This segment primarily encompasses retail sales of consumer products, including those sold by third-party sellers, as well as advertising and subscription services. It focuses on providing a wide selection of products at competitive prices, enhanced by convenient shipping options. The growth in this segment is driven by increased unit sales and advertising revenues, contributing significantly to Amazon&amp;#x27;s overall net sales.\\\\n\\\\n2. **International**: Similar to the North America segment, the International segment includes retail sales of consumer products and advertising services, but it targets customers outside of North America. This segment has shown growth through increased unit sales and subscription services, benefiting from Amazon&amp;#x27;s global reach. The focus remains on price, selection, and convenience, which helps to expand Amazon&amp;#x27;s customer base internationally.\\\\n\\\\n3. **Amazon Web Services (AWS)**: This segment offers a range of cloud computing services, including storage, database, and analytics, catering to startups, enterprises, government agencies, and academic institutions. AWS has become a significant revenue driver for Amazon, with its growth reflecting the increasing demand for cloud services. The profitability of this segment supports Amazon&amp;#x27;s overall financial health and allows for reinvestment in other areas of the business.\\\\n\\\\nTogether, these segments enable Amazon to diversify its revenue streams, enhance customer engagement, and maintain a competitive edge in both retail and technology sectors.&quot;,&quot;The gross tax contingencies amount reported as of December 31, 2023, was approximately $5.2 billion. This figure may reflect Amazon&amp;#x27;s strategic positioning against its competitors by indicating the complexities and challenges the company faces in navigating various tax jurisdictions and regulations. The significant amount of tax contingencies suggests that Amazon is actively engaged in disputes and examinations with tax authorities, which could impact its financial performance and operational strategies. Additionally, the ability to manage and potentially reduce these contingencies could provide a competitive advantage, allowing for more favorable financial outcomes compared to competitors who may not have similar tax challenges or who may not be as effective in managing their tax positions.&quot;,&quot;The specific tax-related condition that must be satisfied prior to the release of shares issuable upon vesting of the award is that all applicable tax-related items must be collected from you or otherwise provided for.&quot;,&quot;The table of contents in the 2023 Amazon 10K financial report serves as a roadmap for navigating the document, highlighting key sections that address various aspects of the company&amp;#x27;s operations, including potential risks related to acquisitions and inventory management. By organizing information systematically, it allows stakeholders to easily locate discussions on risk factors, financial performance, and operational strategies. This structure is crucial for understanding how the company identifies, assesses, and manages risks associated with its acquisitions and inventory practices, which are vital for maintaining operational efficiency and financial stability.&quot;,&quot;The Senior Vice President and Chief Financial Officer of Amazon.com, Inc. is Brian T. Olsavsky. In this role, he is responsible for overseeing the financial operations of the company, which includes managing and reporting on the company&amp;#x27;s operating expenses for the year 2023. His certification indicates that he ensures the financial report accurately reflects the company&amp;#x27;s financial condition and results of operations, which encompasses the management of operating expenses.&quot;,&quot;If you choose not to accept the Award under this Agreement, the Company has no obligation to issue you Shares. Additionally, by not accepting the Award, you forfeit any potential benefits associated with it, including any future value of the Shares that may have been granted. This decision does not create any entitlement to compensation or damages, and you would not have any claims against the Company or its subsidiaries regarding the Award. The specifics of the Company&amp;#x27;s financial instruments as outlined in the 2023 financial report are not directly addressed in this Agreement, but your non-acceptance may limit your participation in any potential financial benefits related to the Award.&quot;,&quot;The implications for future grants of awards after accepting the Award may be influenced by several factors related to financial performance and asset impairment evaluations. Given the guidance on expected net sales and operating income, any future awards could be contingent on achieving specific financial targets. Additionally, if asset impairment evaluations indicate a decline in asset value, this could affect the overall financial health of the company, potentially leading to more conservative approaches in granting future awards. The management&amp;#x27;s expectations regarding economic conditions, customer demand, and operational performance will also play a critical role in determining the feasibility and scale of future awards. Overall, the financial outlook and asset evaluations will likely guide the strategic decisions regarding future grants.&quot;,&quot;The treatment of the unvested portion of the Award upon termination of employment is not influenced by the company&amp;#x27;s reported interest income fluctuations in 2023. Instead, the unvested portion of the Award will automatically terminate as of the date the company determines that employment has ended, regardless of the reason for termination. There is no entitlement to compensation or damages for the forfeiture of any unvested portion of the Award due to termination, and this applies irrespective of any financial performance metrics, including interest income.&quot;,&quot;The total lease cost recognized in 2023 was $18,918 million.&quot;,&quot;If the numbers 22 and 25 were to represent specific audit findings or financial penalties related to government contracts and procurement regulations, the implications could be significant. A finding of 22 might indicate a moderate level of non-compliance or a minor violation, potentially leading to civil penalties, administrative sanctions, or a requirement to implement corrective actions. This could affect the company&amp;#x27;s reputation and its ability to secure future government contracts.\\\\n\\\\nOn the other hand, a finding of 25 could suggest a more severe violation, possibly resulting in substantial financial penalties, termination of contracts, or even debarment from future government business. Such outcomes could have a material impact on the company&amp;#x27;s financial position, operational capabilities, and overall business strategy, particularly if it relies heavily on government contracts for revenue. Additionally, both findings could trigger further audits or investigations, increasing scrutiny from regulatory bodies and potentially leading to additional costs and operational disruptions.&quot;,&quot;The annual impairment test of goodwill was completed as of April 1, 2023, resulting in no impairments. The fair value of the reporting units substantially exceeded their carrying value, and there were no events that necessitated an update to the annual impairment test. There is no mention of any asset impairments linked to fulfillment network facilities.&quot;,&quot;If Amazon were to violate government contract regulations, the potential consequences could include various civil and criminal penalties and administrative sanctions. These may involve the termination of contracts, the requirement to refund or suspend payments, forfeiture of profits, payment of fines, and possible suspension or debarment from future government business. Additionally, since some contracts are subject to periodic funding approval or can be terminated by the government at any time without cause, this could further impact Amazon&amp;#x27;s operational stability and revenue projections.\\\\n\\\\nIn relation to upcoming tax regulations, the company may face additional tax liabilities and collection obligations that could significantly affect its operational costs. Changes in laws and regulations, particularly those targeting online commerce and remote selling, could lead to new tax measures that impose additional expenses. The complexity and uncertainty surrounding these tax obligations, along with potential audits and investigations, could result in unexpected tax assessments, adversely impacting cash flows and overall financial performance. The interplay between government contract compliance and evolving tax regulations could create a challenging environment for financial planning and forecasting.&quot;,&quot;You can find the information required by Item 13 regarding Certain Relationships and Related Transactions in the Proxy Statement related to the 2024 Annual Meeting of Shareholders. This information is incorporated by reference in the report.&quot;,&quot;The position of Executive Chair of the Board of Directors is currently held by Jeffrey P. Bezos.&quot;,&quot;The 2023 10-K report for Amazon.com, Inc. provides several key financial figures and guidance for the upcoming quarter. For the first quarter of 2024, net sales are projected to be between $138.0 billion and $143.5 billion, reflecting an expected growth of 8% to 13% compared to the first quarter of 2023. Additionally, operating income is anticipated to range from $8.0 billion to $12.0 billion, which is a significant increase from $4.8 billion in the first quarter of 2023. This guidance also notes a favorable impact from foreign exchange rates and includes a reduction in depreciation expense due to an increase in the estimated useful life of servers.&quot;,&quot;The annual impairment test of goodwill conducted on April 1, 2023, resulted in no impairments, as the fair value of the reporting units substantially exceeded their carrying value.&quot;,&quot;The total estimated fair value of cash, cash equivalents, and marketable securities as of December 31, 2023, was $73,387 million.&quot;,&quot;An officer required to file reports under Section 16 of the Securities Exchange Act of 1934 must agree to report any transactions involving the Award, including the grant, exercise, or sale of the Award, in accordance with the reporting requirements set forth by the SEC. This includes timely filing of Form 4 to disclose any changes in their ownership of the company&amp;#x27;s securities.&quot;,&quot;The numbers listed in Amazon&amp;#x27;s 2023 10-K financial report include the following key figures from the consolidated balance sheets:\\\\n\\\\n**Assets:**\\\\n- Cash and cash equivalents: $73,387 million\\\\n- Marketable securities: $13,393 million\\\\n- Inventories: $33,318 million\\\\n- Accounts receivable, net and other: $52,253 million\\\\n- Total current assets: $172,351 million\\\\n- Property and equipment, net: $204,177 million\\\\n- Operating leases: $72,513 million\\\\n- Goodwill: $22,789 million\\\\n- Other assets: $56,024 million\\\\n- Total assets: $527,854 million\\\\n\\\\n**Liabilities:**\\\\n- Accounts payable: $84,981 million\\\\n- Accrued expenses and other: $64,709 million\\\\n- Unearned revenue: $15,227 million\\\\n- Total current liabilities: $164,917 million\\\\n- Long-term lease liabilities: $77,297 million\\\\n- Long-term debt: $58,314 million\\\\n- Other long-term liabilities: $25,451 million\\\\n\\\\n**Stockholders\\\\u2019 Equity:**\\\\n- Common stock: $109 million\\\\n- Treasury stock, at cost: $(7,837) million\\\\n- Additional paid-in capital: $99,025 million\\\\n- Accumulated other comprehensive income (loss): $(3,040) million\\\\n- Retained earnings: $113,618 million\\\\n- Total stockholders\\\\u2019 equity: $201,875 million\\\\n\\\\n**Total liabilities and stockholders\\\\u2019 equity:** $527,854 million.&quot;,&quot;If someone resides outside of the United States and wants to access their personal data collected under the Plan, they can request a list of potential recipients of the data, request access to the data itself, seek additional information about its storage and processing, require necessary amendments to the data, or refuse or withdraw their consents. This can be done at any time and without cost by contacting their human resources representative in writing.&quot;,&quot;You must arrange for the satisfaction of the Tax-Related Items in a manner acceptable to the Company and the Employer prior to any event in connection with the Award that gives rise to a Tax-Related Items obligation. This may involve either selling a number of Shares to generate cash proceeds sufficient to cover your tax obligations or electing to satisfy the obligation through a wire transfer or other means at least five business days before the relevant event.&quot;,&quot;The complaint filed by Dialect, LLC against Amazon in May 2023 alleges that Amazon\\\\u2019s Alexa-enabled products and services, including Echo devices, Fire tablets, Fire TV sticks, Fire TVs, Alexa, and Alexa Voice Services, infringe several of Dialect&amp;#x27;s patents related to processing natural language utterances. The complaint seeks unspecified damages, enhanced damages, attorneys\\\\u2019 fees, costs, interest, and injunctive relief. \\\\n\\\\nIn the case of BroadbandTV&amp;#x27;s complaint against Amazon regarding on-demand TV program content, the court granted summary judgment in September 2022, holding that the patents in question were invalid. BroadbandTV subsequently filed a notice of appeal following this decision.&quot;,&quot;The total net sales for Amazon in 2023 were $574.8 billion, and the operating income was $36.9 billion.&quot;,&quot;The highest number mentioned is 44, and the lowest number mentioned is 9.&quot;,&quot;The total net sales for Amazon in 2023 were $574,785 million, and the net income for Amazon in 2022 was a loss of $2,722 million.&quot;,&quot;The potential impacts of legal reserves or possible losses on the company&amp;#x27;s operations include exposure to losses that may exceed recorded amounts, which could be material. Changes in estimates or assumptions could significantly affect the business&amp;#x27;s financial position, results of operations, or cash flows. Additionally, resolutions of legal matters might lead to licenses, sanctions, or orders that require substantial future payments, alter business practices adversely, or necessitate the development of modified products or technologies, all of which could damage the company&amp;#x27;s reputation and operations.\\\\n\\\\nRegarding product liability claims, the company faces risks related to personal injury, illness, death, or property damage caused by its products. This exposure extends to third-party sellers using its services, which could lead to increased costs associated with the A-to-Z Guarantee program as sales from these sellers grow. Although the company maintains liability insurance, there is uncertainty about the adequacy of coverage for actual liabilities incurred. Events related to product liability could disrupt operations, lead to system interruptions, and negatively impact the company&amp;#x27;s ability to fulfill customer orders, further affecting its attractiveness and increasing liability risks.&quot;,&quot;The opinion on Amazon.com, Inc.&amp;#x27;s consolidated financial statements as of December 31, 2023, was that they present fairly, in all material respects, the financial position of the Company and the results of its operations and cash flows in conformity with U.S. generally accepted accounting principles. Additionally, the effectiveness of its internal control over financial reporting was deemed to be maintained in all material respects, based on the established criteria.&quot;,&quot;The company faces a diverse range of competitors in the marketplace, including physical, e-commerce, and omnichannel retailers, publishers, vendors, distributors, manufacturers, and producers of various products. Additionally, competitors include those involved in digital and interactive media, web search engines, comparison shopping websites, social networks, and companies providing e-commerce services such as website development and fulfillment. Other competitors encompass those offering logistics services, information technology services, consumer electronics, grocery products, and advertising services.\\\\n\\\\nPrincipal competitive factors in the retail businesses include selection, price, and convenience, particularly fast and reliable fulfillment. For seller and enterprise services, the quality, speed, and reliability of services and tools are also significant, along with customers&amp;#x27; willingness to adapt their business practices.&quot;,&quot;Amazon&amp;#x27;s international operations face several risks, including local economic and political conditions, government regulations, trade protection measures, and restrictions on foreign ownership. Other challenges include compliance with various licensing requirements, limitations on fund repatriation, and differing legal systems that may affect product liability and intellectual property rights. Additionally, there are risks related to staffing, cultural differences, and compliance with anti-corruption laws.\\\\n\\\\nIn China, Amazon operates through contractual relationships with third parties that hold the necessary licenses to provide services, ensuring compliance with local ownership and regulatory requirements. In India, the government imposes restrictions on foreign control of companies involved in online multi-brand retail, leading Amazon to provide marketing tools and logistics services to third-party sellers while maintaining an indirect minority interest in a local entity. These structures are designed to align with existing laws, although they carry unique risks due to the evolving regulatory landscape in both countries.&quot;,&quot;The total value of acquired intangibles as of December 31, 2023, is $7,687 million. The amortization expense for acquired finite-lived intangibles in 2023 was $706 million.&quot;,&quot;The intent of the grant of the Award is to qualify for exemption from or comply with the requirements of Section 409A of the Code. However, there is no guarantee that the grant, vesting, or settlement of the Award will be exempt from or compliant with Section 409A, and the Company will not be liable if it is not.\\\\n\\\\nUpon termination of employment, the unvested portion of the Award will automatically terminate as of the date the Company determines that the individual is no longer actively providing services, and this termination will not be extended by any notice period or similar arrangements.&quot;,&quot;The figures presented include:\\\\n\\\\n1. **Return Allowances**:\\\\n   - Liabilities for return allowances as of December 31:\\\\n     - 2021: $1.0 billion\\\\n     - 2022: $1.3 billion\\\\n     - 2023: $1.4 billion\\\\n   - Additions to the allowance:\\\\n     - 2021: $5.1 billion\\\\n     - 2022: $5.5 billion\\\\n     - 2023: $5.2 billion\\\\n   - Deductions from the allowance:\\\\n     - 2021: $4.9 billion\\\\n     - 2022: $5.2 billion\\\\n     - 2023: $5.1 billion\\\\n   - Assets included in \\\\&quot;Inventories\\\\&quot; for rights to recover products:\\\\n     - 2021: $882 million\\\\n     - 2022: $948 million\\\\n     - 2023: $992 million\\\\n\\\\n2. **Properties Operated as of December 31, 2023**:\\\\n   - Total leased square footage: 664,091 (in thousands)\\\\n   - Total owned square footage: 52,163 (in thousands)\\\\n\\\\n3. **Segment Information**:\\\\n   - North America:\\\\n     - Leased Square Footage: 424,145\\\\n     - Owned Square Footage: 15,438\\\\n   - International:\\\\n     - Leased Square Footage: 165,329\\\\n     - Owned Square Footage: 7,931\\\\n   - AWS:\\\\n     - Leased Square Footage: 20,434\\\\n     - Owned Square Footage: 17,770\\\\n   - Total for all segments:\\\\n     - Leased Square Footage: 609,908\\\\n     - Owned Square Footage: 41,139&quot;,&quot;They are significant subsidiaries of Amazon.com, Inc., all of which are fully owned by the parent company.&quot;,&quot;The information provided includes details about operating expenses, specifically focusing on cost of sales, fulfillment, technology and infrastructure, sales and marketing, general and administrative expenses, and other operating expenses. It also outlines year-over-year percentage growth or decline for these categories, their percentages relative to net sales, and insights into the factors affecting these expenses, such as shipping costs and operational efficiencies. Additionally, there is a brief mention of the fair value of financial instruments and the hierarchy of inputs used for valuation methodologies.&quot;,&quot;Operating expenses for the years ended December 31, 2022, and 2023 show a total increase from $501,735 million to $537,933 million. The breakdown of these expenses includes:\\\\n\\\\n- **Cost of Sales**: Increased from $288,831 million in 2022 to $304,739 million in 2023, reflecting a year-over-year growth of 6%. As a percentage of net sales, it decreased from 56.2% to 53.0%.\\\\n  \\\\n- **Fulfillment**: Rose from $84,299 million to $90,619 million, with a growth rate of 7%. Its percentage of net sales slightly decreased from 16.4% to 15.8%.\\\\n\\\\n- **Technology and Infrastructure**: Increased significantly from $73,213 million to $85,622 million, showing a growth of 17%. This category accounted for 14.2% of net sales in 2022 and 14.9% in 2023.\\\\n\\\\n- **Sales and Marketing**: Grew from $42,238 million to $44,370 million, with a modest growth of 5%. Its share of net sales decreased from 8.2% to 7.7%.\\\\n\\\\n- **General and Administrative**: Slightly decreased from $11,891 million to $11,816 million, reflecting a decline of 1%. This category represented 2.3% of net sales in 2022 and 2.1% in 2023.\\\\n\\\\n- **Other Operating Expense (Income), Net**: Decreased significantly from $1,263 million to $767 million, with a decline of 39%.\\\\n\\\\nOverall, the operating expenses reflect various trends in cost management and efficiency, with some categories experiencing growth while others saw declines in their percentage of net sales.&quot;,&quot;They are significant subsidiaries of Amazon.com, Inc., all of which are fully owned by the parent company.&quot;,&quot;The figure for the provision (benefit) for income taxes, net for the year ended December 31, 2023, was $7,120 million.&quot;,&quot;The term \\\\&quot;forward-looking statements\\\\&quot; refers to predictions or expectations about future events or performance, rather than historical facts. These statements often include terms that indicate anticipation or intention, and they carry inherent uncertainty. The actual outcomes may vary significantly due to various factors such as economic conditions, market demand, and technological developments.&quot;,&quot;The nature of that is not specified in the provided information.&quot;,&quot;The information represents a discussion of potential risks and uncertainties related to legal reserves, product liability claims, and forward-looking statements in a business context. It highlights the possibility of material losses, the impact of product liability on operations, and the inherent uncertainties in predicting future business outcomes.&quot;,&quot;Several factors influence the operations and business environment, including existing laws and regulations related to property ownership, privacy, data protection, and consumer protection. The evolving nature of these regulations, along with the scrutiny from governments and regulatory authorities, can significantly impact compliance costs and operational practices. Additionally, the outcomes of legal proceedings, claims, and investigations can lead to substantial financial implications and affect business practices. Market dynamics, such as changes in consumer behavior, competition, and technological advancements, also play a crucial role. Other influences include economic conditions, labor market constraints, and external events like natural disasters or geopolitical issues, which can disrupt operations and affect overall business performance.&quot;]],[&quot;reference_answer&quot;,[&quot;If your employment is terminated for Cause or for a violation of the Company&amp;#x27;s code of business conduct and ethics, the Award shall automatically terminate upon first notification to you of such termination, unless the Plan Administrator determines otherwise.&quot;,&quot;$537,933 million&quot;,&quot;The Company or its designee will have no obligation to arrange for such sale at any particular price, and the proceeds of any sale may not be sufficient to satisfy your obligation for Tax-Related Items.&quot;,&quot;In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company at December 31, 2023 and 2022, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2023, in conformity with U.S. generally accepted accounting principles.&quot;,&quot;Factors include fluctuations in foreign exchange rates, changes in global economic conditions and customer demand and spending, inflation, interest rates, regional labor market constraints, world events, the rate of growth of the internet, online commerce, cloud services, and new and emerging technologies.&quot;,&quot;$5.2 billion&quot;,&quot;The potential negative impacts of climate change include increased operating costs due to more frequent extreme weather events or climate-related changes, increased investment requirements associated with the transition to a low-carbon economy, decreased demand for products and services due to changes in customer behavior, increased compliance costs due to more extensive and global regulations and third-party requirements, and reputational damage resulting from perceptions of environmental impact.&quot;,&quot;$18,918 million&quot;,&quot;Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.&quot;,&quot;74&quot;,&quot;We offer free shipping on all orders over $50.&quot;,&quot;$754 million&quot;,&quot;$ 30,425&quot;,&quot;The risks include disruption of ongoing business, problems retaining key personnel, additional operating losses and expenses, potential impairment of assets and goodwill, difficulty in completing transactions, integrating acquired operations, and unknown liabilities, among others.&quot;,&quot;The fiscal year ended December 31, 2023.&quot;,&quot;The principal competitive factors in Amazon&amp;#x27;s retail businesses include selection, price, and convenience, including fast and reliable fulfillment.&quot;,&quot;Violations could result in various civil and criminal penalties and administrative sanctions, including termination of contract, refunding or suspending of payments, forfeiture of profits, payment of fines, and suspension or debarment from future government business.&quot;,&quot;Jeffrey P. Bezos&quot;,&quot;$32,158 million&quot;,&quot;Amazon has organized its operations into three segments: North America, International, and Amazon Web Services (AWS).&quot;,&quot;$5,228 million&quot;,&quot;The shares will not be released until all applicable tax-related items have been collected from you or have otherwise been provided for.&quot;,&quot;The table of contents provides an organized list of the sections and topics covered in the document.&quot;,&quot;Brian T. Olsavsky is the Senior Vice President and Chief Financial Officer of Amazon.com, Inc.&quot;,&quot;The Company has no obligation to issue you Shares under this Agreement if you do not accept the Award.&quot;,&quot;The grant of the Award is a one-time benefit and does not create any contractual or other right to receive future grants of awards or benefits in lieu of awards, even if awards have been granted in the past.&quot;,&quot;The unvested portion of the Award will terminate automatically and be forfeited to the Company immediately and without further notice upon the voluntary or involuntary termination of your employment with the Company or any Subsidiary for any reason.&quot;,&quot;$18,918 million&quot;,&quot;The context does not provide any information regarding the significance of the numbers 22 and 25.&quot;,&quot;The annual impairment test of goodwill was completed as of April 1, 2023, resulting in no impairments.&quot;,&quot;Violations could result in various civil and criminal penalties and administrative sanctions, including termination of contract, refunding or suspending of payments, forfeiture of profits, payment of fines, and suspension or debarment from future government business.&quot;,&quot;Information required by Item 13 of Part III is included in our Proxy Statement relating to our 2024 Annual Meeting of Shareholders and is incorporated herein by reference.&quot;,&quot;Jeffrey P. Bezos&quot;,&quot;The numbers provided are 25, 22, and 34.&quot;,&quot;The annual impairment test of goodwill for all reporting units and indefinite-lived intangible assets as of April 1, 2023, resulted in no impairments.&quot;,&quot;$86,780&quot;,&quot;You agree that the Award and any other equity awards granted to you, the shares issuable or issued under any such awards, the proceeds from sales of any such shares, and any cash bonuses paid to you by the Company are subject to recoupment pursuant to the Company&amp;#x27;s clawback policy.&quot;,&quot;The numbers listed are 74, 77, 72, and 44.&quot;,&quot;If you reside outside of the United States, you may, at any time, request a list with the names and addresses of any potential recipients of the Data, request access to the Data, request additional information about the storage and processing of Data, require any necessary amendments to Data or refuse or withdraw the consents herein, in any case without cost, by contacting in writing your human resources representative.&quot;,&quot;You must arrange for the satisfaction of such Tax-Related Items in a manner acceptable to the Company and the Employer.&quot;,&quot;Dialect, LLC&amp;#x27;s complaint alleges that Amazon\\\\u2019s Alexa-enabled products infringe its patents, while the outcome of BroadbandTV&amp;#x27;s complaint was that the court granted summary judgment, holding that the patents were invalid.&quot;,&quot;The total net sales for Amazon in 2023 were $574,785 million and the operating income was $36,852 million.&quot;,&quot;The highest number mentioned is 77 and the lowest number is 44.&quot;,&quot;The total net sales for Amazon in 2023 were $574,785 million, while the net income for Amazon in 2022 was a loss of $2,722 million.&quot;,&quot;Changes in estimates and assumptions regarding legal reserves could materially affect the company&amp;#x27;s operations, while product liability claims pose risks related to personal injury, illness, and potential recalls.&quot;,&quot;In our opinion, the consolidated financial statements present fairly the financial position of the Company at December 31, 2023 and 2022, and Amazon.com, Inc. maintained effective internal control over financial reporting as of December 31, 2023.&quot;,&quot;The company faces competitors such as physical, e-commerce, and omnichannel retailers, publishers, vendors, distributors, manufacturers, and producers, while the principal competitive factors include selection, price, and convenience, particularly fast and reliable fulfillment.&quot;,&quot;Amazon&amp;#x27;s international operations face risks such as local economic and political conditions, government regulation, and lower consumer spending, while in China, it partners with licensed third parties for services, and in India, it navigates restrictions on foreign ownership in online retail.&quot;,&quot;The total value of acquired intangibles as of December 31, 2023 is $10,082 million, and the amortization expense for acquired finite-lived intangibles in 2023 was $706 million.&quot;,&quot;The intent is that the grant of the Award shall qualify for exemption from or comply with Section 409A of the Code, and the unvested portion will automatically terminate and be forfeited to the Company upon termination of employment.&quot;,&quot;$73,890&quot;,&quot;The individuals certifying the Form 10-K are Andrew R. Jassy and Brian T. Olsavsky.&quot;,&quot;Nevada&quot;,&quot;The Company will recover on a reasonably prompt basis the amount of any Incentive-Based Compensation Received by an Executive Officer during the three completed fiscal years immediately preceding the date that the Company is required to prepare such accounting restatement, if the restatement is due to the Company&amp;#x27;s material noncompliance with financial reporting requirements.&quot;,&quot;The individuals that certify the Form 10-K of Amazon.com, Inc. are Andrew R. Jassy and Brian T. Olsavsky.&quot;,&quot;Net sales from our International segment accounted for 23% of our consolidated revenues.&quot;,&quot;Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.&quot;,&quot;Five-Year Revolving Credit Agreement, dated as of November 1, 2023, among Amazon.com, Inc., Citibank N.A., as administrative agent, and the lenders party thereto.&quot;,&quot;The number 9 does not have any significance in the provided context as it is presented alone without any accompanying information.&quot;,&quot;Volume rebates typically depend on reaching minimum purchase thresholds, and the likelihood of reaching these thresholds is evaluated using past experience and current year forecasts.&quot;]],[&quot;id&quot;,[114,34,112,44,23,46,10,72,63,60,107,66,49,14,0,3,19,5,36,52,88,109,54,122,116,113,118,72,27,65,19,98,5,32,65,70,116,99,115,112,83,91,96,48,17,44,3,6,74,118,71,121,119,125,121,41,63,102,9,58]],[&quot;content&quot;,[&quot;(e) the Award and the Shares subject to the Award are not intended to replace any pension rights or compensation;\\\\n\\\\n(f) the Award and the Shares subject to the Award, and the income and value of same, are not part of normal or expected compensation for purposes of calculating any benefits, severance, resignation, termination, redundancy, dismissal, end of service payments, bonuses, long-service awards, pension or retirement or welfare benefits or similar payments;\\\\n\\\\n(g) no claim or entitlement to ...&quot;,&quot;# Fulfillment\\\\n\\\\nThe increase in fulfillment costs in absolute dollars in 2023, compared to the prior year, is primarily due to increased sales and investments in our fulfillment network, partially offset by fulfillment network efficiencies. Changes in foreign exchange rates increased fulfillment costs by $52 million in 2023.\\\\n\\\\nWe seek to expand our fulfillment network to accommodate a greater selection and in-stock inventory levels and to meet anticipated shipment volumes from sales of our own pro...&quot;,&quot;# Items\\\\n\\\\nShares sold on the day of the event giving rise to the Tax-Related Items (e.g., a Vest Date) or as soon thereafter as practicable. You will be responsible for all broker&amp;#x27;s fees and other costs of sale, and you agree to indemnify and hold the Company harmless from any losses, costs, damages, or expenses relating to any such sale. The number of Shares sold may be determined by considering any applicable withholding rates, including maximum applicable rates, to the extent the proceeds of s...&quot;,&quot;# Report of Independent Registered Public Accounting Firm\\\\n\\\\nThe Board of Directors and Shareholders  \\\\nAmazon.com, Inc.\\\\n\\\\n## Opinion on the Financial Statements\\\\n\\\\nWe have audited the accompanying consolidated balance sheets of Amazon.com, Inc. (the Company) as of December 31, 2023 and 2022, the related consolidated statements of operations, comprehensive income (loss), stockholders\\\\u2019 equity, and cash flows for each of the three years in the period ended December 31, 2023, and the related notes (colle...&quot;,&quot;# Item 7. Management&amp;#x27;s Discussion and Analysis of Financial Condition and Results of Operations\\\\n\\\\n## Forward-Looking Statements:\\\\n\\\\nThis Annual Report on Form 10-K includes forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. All statements other than statements of historical fact, including statements regarding guidance, industry prospects, or future results of operations or financial position, made in this Annual Report on Form 10-K are forward-lo...&quot;,&quot;# Uncertain Tax Positions\\\\n\\\\n### Description of the Matter\\\\n\\\\nAs discussed in Notes 1 and 9 of the consolidated financial statements, the Company is subject to income taxes in the U.S. and numerous foreign jurisdictions and during the ordinary course of business, there are many such jurisdictions for which the ultimate tax determination is uncertain. As a result, significant judgment is required in evaluating the Company\\\\u2019s tax positions and determining its provision for income taxes. The Company use...&quot;,&quot;# Table of Contents\\\\n\\\\n- changes in usage or adoption rates of the internet, e-commerce, electronic devices, and web services, including outside the U.S.;\\\\n- timing, effectiveness, and costs of expansion and upgrades of our systems and infrastructure;\\\\n- the success of our geographic, service, and product line expansions;\\\\n- the extent to which we finance, and the terms of any such financing for, our current operations and future growth;\\\\n- the outcomes of legal proceedings and claims, which may inclu...&quot;,&quot;# Note 4 \\\\u2014 LEASES\\\\n\\\\nWe have entered into non-cancellable operating and finance leases for fulfillment network, data center, office, and physical store facilities as well as server and networking equipment, aircraft, and vehicles. Gross assets acquired under finance leases, including those where title transfers at the end of the lease, are recorded in \\\\u201cProperty and equipment, net\\\\u201d and were $68.0 billion and $62.5 billion as of December 31, 2022 and 2023. Accumulated amortization associated with fi...&quot;,&quot;# Fair Value of Financial Instruments\\\\n\\\\nFair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. To increase the comparability of fair value measures, the following hierarchy prioritizes the inputs to valuation methodologies used to measure fair value:\\\\n\\\\n- **Level 1** \\\\u2014 Valuations based on quoted prices for identical assets and liabilities in active markets.\\\\n- **Level 2*...&quot;,&quot;44&quot;,&quot;NO_CONTENT_HERE&quot;,&quot;# In Q3 2023, we invested in a $1.25 billion note from Anthropie, PBC, which is convertible to equity. The note is classified as available for sale and reported at fair value with unrealized gains and losses included in \\\\u201cAccumulated other comprehensive income (loss).\\\\u201d The note is classified as a Level 3 asset. We have an agreement that expires in Q1 2024 to invest up to an additional $2.75 billion in a second convertible note. We also have a commercial arrangement primarily for the provision of ...&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME (LOSS)\\\\n### (in millions)\\\\n\\\\n| Year Ended December 31, | 2021     | 2022     | 2023     |\\\\n|-------------------------|----------|----------|----------|\\\\n| Net income (loss)       | $ 33,364 | $ (2,722)| $ 30,425 |\\\\n| Other comprehensive income (loss): |          |          |          |\\\\n| Foreign currency translation adjustments, net of tax of $47, $100, and $(5) | (819)    | (2,586) | 1,027    |\\\\n| Available-for-sale debt securities:...&quot;,&quot;# Our Business Suffers When We Are Unsuccessful in Making, Integrating, and Maintaining Acquisitions and Investments\\\\n\\\\nWe have acquired and invested in a number of companies, and we may in the future acquire or invest in or enter into joint ventures with additional companies. These transactions involve risks such as:\\\\n\\\\n- disruption of our ongoing business, including loss of management focus on existing businesses;\\\\n- problems retaining key personnel;\\\\n- additional operating losses and expenses of th...&quot;,&quot;# UNITED STATES SECURITIES AND EXCHANGE COMMISSION\\\\nWashington, D.C. 20549\\\\n\\\\n# FORM 10-K\\\\n\\\\n(Mark One)\\\\n\\\\n\\\\u2612 ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934  \\\\nFor the fiscal year ended December 31, 2023\\\\n\\\\nor\\\\n\\\\n\\\\u2610 TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934  \\\\nFor the transition period from ______ to ______.\\\\n\\\\nCommission File No. 000-22513\\\\n\\\\n## AMAZON.COM, INC.\\\\n(Exact name of registrant as specified in its charter)\\\\n\\\\n| Delaware |...&quot;,&quot;# Competition\\\\n\\\\nOur businesses encompass a large variety of product types, service offerings, and delivery channels. The worldwide marketplace in which we compete is evolving rapidly and intensely competitive, and we face a broad array of competitors from many different industry sectors around the world. Our current and potential competitors include: (1) physical, e-commerce, and omnichannel retailers, publishers, vendors, distributors, manufacturers, and producers of the products we offer and se...&quot;,&quot;Although we believe our tax estimates are reasonable, the final outcome of audits, investigations, and any other tax controversies could be materially different from our historical tax accruals.\\\\n\\\\n## We Are Subject to Risks Related to Government Contracts and Related Procurement Regulations\\\\n\\\\nOur contracts with U.S., as well as state, local, and foreign, government entities are subject to various procurement regulations and other requirements relating to their formation, administration, and perfor...&quot;,&quot;# Board of Directors\\\\n\\\\n| Name                  | Age | Position                                                                 |\\\\n|-----------------------|-----|--------------------------------------------------------------------------|\\\\n| Jeffrey P. Bezos      | 60  | Executive Chair                                                         |\\\\n| Andrew R. Jassy       | 56  | President and Chief Executive Officer                                    |\\\\n| Keith B. Alexander    | 72  | Chair of IronNet, I...&quot;,&quot;# Free Cash Flow Less Principal Repayments of Finance Leases and Financing Obligations\\\\n\\\\nFree cash flow less principal repayments of finance leases and financing obligations is free cash flow reduced by \\\\u201cPrincipal repayments of finance leases\\\\u201d and \\\\u201cPrincipal repayments of financing obligations.\\\\u201d Principal repayments of finance leases and financing obligations approximates the actual payments of cash for finance leases and financing obligations. The following is a reconciliation of free cash flow ...&quot;,&quot;# AMAZON.COM, INC.\\\\n# NOTES TO CONSOLIDATED FINANCIAL STATEMENTS\\\\n\\\\n## Note 1 \\\\u2014 DESCRIPTION OF BUSINESS, ACCOUNTING POLICIES, AND SUPPLEMENTAL DISCLOSURES\\\\n\\\\n### Description of Business\\\\nWe seek to be Earth\\\\u2019s most customer-centric company. In each of our segments, we serve our primary customer sets, consisting of consumers, sellers, developers, enterprises, content creators, advertisers, and employees. We serve consumers through our online and physical stores and focus on selection, price, and conveni...&quot;,&quot;# The reconciliation of our income tax contingencies is as follows (in millions):\\\\n\\\\n|   | December 31, 2021 | December 31, 2022 | December 31, 2023 |\\\\n|---|-------------------|-------------------|-------------------|\\\\n| **Gross tax contingencies \\\\u2013 January 1** | $2,820 | $3,242 | $4,002 |\\\\n| **Gross increases to tax positions in prior periods** | 403 | 274 | 440 |\\\\n| **Gross decreases to tax positions in prior periods** | (354) | (172) | (38) |\\\\n| **Gross increases to current period tax positions** | 5...&quot;,&quot;THE SHARES ISSUABLE UPON VESTING OF THIS AWARD WILL NOT BE RELEASED TO YOU UNTIL ALL APPLICABLE TAX-RELATED ITEMS HAVE BEEN COLLECTED FROM YOU OR HAVE OTHERWISE BEEN PROVIDED FOR.\\\\n\\\\nExhibit 10.7&quot;,&quot;[Table of Contents](#)&quot;,&quot;# CERTIFICATIONS\\\\n\\\\nI, Brian T. Olsavsky, certify that:\\\\n\\\\n1. I have reviewed this Form 10-K of Amazon.com, Inc.;\\\\n\\\\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\\\\n\\\\n3. Based on my knowledge, the financial statements, and other financial information in...&quot;,&quot;## 20. Imposition of Other Requirements.\\\\nThe Company reserves the right to impose other requirements on your participation in the Plan, on the Award and on any Shares issued in settlement of the Award, to the extent the Company determines it is necessary or advisable for legal or administrative reasons, and to require you to sign any additional agreements or undertakings that may be necessary to accomplish the foregoing.\\\\n\\\\n## 21. Waiver.\\\\nYou acknowledge that a waiver by the Company of breach of a...&quot;,&quot;Such exemptions from registration are very limited and might be unavailable. You agree that any resale by you of the Shares issued pursuant to the Award shall comply in all respects with the requirements of all applicable securities laws, rules and regulations, including, without limitation, the provisions of the Securities Act, the Exchange Act and the respective rules and regulations promulgated thereunder, and any other law, rule or regulation including, without limitation, applicable securit...&quot;,&quot;# APPENDIX TO THE\\\\n\\\\n# AMAZON.COM, INC.\\\\n\\\\n# GLOBAL RESTRICTED STOCK UNIT AWARD AGREEMENT\\\\n\\\\n****\\\\n\\\\n## UNITED STATES\\\\n\\\\n### Code Section 409A\\\\n\\\\nFor U.S. taxpayers, it is the intent that the grant of the Award as set forth in this Agreement shall qualify for exemption from or comply with the requirements of Section 409A of the Code, and any ambiguities herein will be interpreted to so qualify or comply. The Company reserves the right, to the extent the Company deems necessary or advisable in its sole discr...&quot;,&quot;# Note 4 \\\\u2014 LEASES\\\\n\\\\nWe have entered into non-cancellable operating and finance leases for fulfillment network, data center, office, and physical store facilities as well as server and networking equipment, aircraft, and vehicles. Gross assets acquired under finance leases, including those where title transfers at the end of the lease, are recorded in \\\\u201cProperty and equipment, net\\\\u201d and were $68.0 billion and $62.5 billion as of December 31, 2022 and 2023. Accumulated amortization associated with fi...&quot;,&quot;22&quot;,&quot;# Goodwill and Indefinite-Lived Intangible Assets\\\\n\\\\nWe evaluate goodwill and indefinite-lived intangible assets for impairment annually or more frequently when an event occurs or circumstances change that indicate the carrying value may not be recoverable. We may elect to utilize a qualitative assessment to evaluate whether it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is less than its carrying value and if so, we perform a quantitative te...&quot;,&quot;Although we believe our tax estimates are reasonable, the final outcome of audits, investigations, and any other tax controversies could be materially different from our historical tax accruals.\\\\n\\\\n## We Are Subject to Risks Related to Government Contracts and Related Procurement Regulations\\\\n\\\\nOur contracts with U.S., as well as state, local, and foreign, government entities are subject to various procurement regulations and other requirements relating to their formation, administration, and perfor...&quot;,&quot;[Table of Contents](#)\\\\n\\\\n### Item 13. Certain Relationships and Related Transactions, and Director Independence\\\\n\\\\nInformation required by Item 13 of Part III is included in our Proxy Statement relating to our 2024 Annual Meeting of Shareholders and is incorporated herein by reference.\\\\n\\\\n### Item 14. Principal Accountant Fees and Services\\\\n\\\\nInformation required by Item 14 of Part III is included in our Proxy Statement relating to our 2024 Annual Meeting of Shareholders and is incorporated herein by r...&quot;,&quot;# Board of Directors\\\\n\\\\n| Name                  | Age | Position                                                                 |\\\\n|-----------------------|-----|--------------------------------------------------------------------------|\\\\n| Jeffrey P. Bezos      | 60  | Executive Chair                                                         |\\\\n| Andrew R. Jassy       | 56  | President and Chief Executive Officer                                    |\\\\n| Keith B. Alexander    | 72  | Chair of IronNet, I...&quot;,&quot;25&quot;,&quot;# Goodwill and Indefinite-Lived Intangible Assets\\\\n\\\\nWe evaluate goodwill and indefinite-lived intangible assets for impairment annually or more frequently when an event occurs or circumstances change that indicate the carrying value may not be recoverable. We may elect to utilize a qualitative assessment to evaluate whether it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is less than its carrying value and if so, we perform a quantitative te...&quot;,&quot;[Table of Contents](#)\\\\n\\\\n| December 31, 2023 | Cost or Amortized Cost | Gross Unrealized Gains | Gross Unrealized Losses | Total Estimated Fair Value |\\\\n|-------------------|------------------------|------------------------|-------------------------|----------------------------|\\\\n| Cash              | $ 11,706               | \\\\u2014                      | $ \\\\u2014                     | $ 11,706                   |\\\\n| Level 1 securities:                                                                          ...&quot;,&quot;## 20. Imposition of Other Requirements.\\\\nThe Company reserves the right to impose other requirements on your participation in the Plan, on the Award and on any Shares issued in settlement of the Award, to the extent the Company determines it is necessary or advisable for legal or administrative reasons, and to require you to sign any additional agreements or undertakings that may be necessary to accomplish the foregoing.\\\\n\\\\n## 21. Waiver.\\\\nYou acknowledge that a waiver by the Company of breach of a...&quot;,&quot;74&quot;,&quot;```\\\\nassist the Company (presently or in the future) with implementing, administering and managing the Plan to receive, possess, use, retain and transfer the Data, in electronic or other form, for the sole purpose of implementing, administering and managing your participation in the Plan.\\\\n\\\\n(c) you understand that Data will be held only as long as is necessary to implement, administer and manage your participation in the Plan.\\\\n\\\\n(e) you understand that you are providing the consents herein on a pur...&quot;,&quot;# Items\\\\n\\\\nShares sold on the day of the event giving rise to the Tax-Related Items (e.g., a Vest Date) or as soon thereafter as practicable. You will be responsible for all broker&amp;#x27;s fees and other costs of sale, and you agree to indemnify and hold the Company harmless from any losses, costs, damages, or expenses relating to any such sale. The number of Shares sold may be determined by considering any applicable withholding rates, including maximum applicable rates, to the extent the proceeds of s...&quot;,&quot;Patent Nos. 7,515,981, entitled \\\\u201cLight Guided Assembly System\\\\u201d; and 9,658,614 and 10,528,036, each entitled \\\\u201cLight Guided Assembly System and Method.\\\\u201d The complaint seeks an unspecified amount of damages, enhanced damages, attorneys\\\\u2019 fees, costs, interest, and injunctive relief. We dispute the allegations of wrongdoing and intend to defend ourselves vigorously in this matter.\\\\n\\\\nIn May 2023, Dialect, LLC filed a complaint against Amazon.com, Inc. and Amazon Web Services, Inc. in the United States ...&quot;,&quot;# Net sales by groups of similar products and services, which also have similar economic characteristics, is as follows (in millions):\\\\n\\\\n|                            | Year Ended December 31,       |\\\\n|----------------------------|-------------------------------|\\\\n|                            | 2021         | 2022         | 2023         |\\\\n| **Net Sales:**             |              |              |              |\\\\n| Online stores (1)          | $ 222,075    | $ 220,004    | $ 231,872    |\\\\n| Physical...&quot;,&quot;72&quot;,&quot;# AMAZON.COM, INC.\\\\n## CONSOLIDATED STATEMENTS OF OPERATIONS\\\\n### (in millions, except per share data)\\\\n\\\\n| Year Ended December 31, | 2021       | 2022       | 2023       |\\\\n|-------------------------|------------|------------|------------|\\\\n| **Net product sales**   | $ 241,787  | $ 242,901  | $ 255,887  |\\\\n| **Net service sales**   | 228,035    | 271,082    | 318,898    |\\\\n| **Total net sales**     | 469,822    | 513,983    | 574,785    |\\\\n\\\\n**Operating expenses:**\\\\n\\\\n| Cost of sales           | 272,344  ...&quot;,&quot;Determining legal reserves or possible losses from such matters involves judgment and may not reflect the full range of uncertainties and unpredictable outcomes. Until the final resolution of such matters, we may be exposed to losses in excess of the amount recorded, and such amounts could be material. Should any of our estimates and assumptions change or prove to have been incorrect, it could have a material effect on our business, consolidated financial position, results of operations, or cash...&quot;,&quot;# Report of Independent Registered Public Accounting Firm\\\\n\\\\nThe Board of Directors and Shareholders  \\\\nAmazon.com, Inc.\\\\n\\\\n## Opinion on the Financial Statements\\\\n\\\\nWe have audited the accompanying consolidated balance sheets of Amazon.com, Inc. (the Company) as of December 31, 2023 and 2022, the related consolidated statements of operations, comprehensive income (loss), stockholders\\\\u2019 equity, and cash flows for each of the three years in the period ended December 31, 2023, and the related notes (colle...&quot;,&quot;# Competition\\\\n\\\\nOur businesses encompass a large variety of product types, service offerings, and delivery channels. The worldwide marketplace in which we compete is evolving rapidly and intensely competitive, and we face a broad array of competitors from many different industry sectors around the world. Our current and potential competitors include: (1) physical, e-commerce, and omnichannel retailers, publishers, vendors, distributors, manufacturers, and producers of the products we offer and se...&quot;,&quot;# Our International Operations Expose Us to a Number of Risks\\\\n\\\\nOur international activities are significant to our revenues and profits, and we plan to further expand internationally. In certain international market segments, we have relatively little operating experience and may not benefit from any first-to-market advantages or otherwise succeed. It is costly to establish, develop, and maintain international operations and stores, and promote our brand internationally. Our international operat...&quot;,&quot;# Intangible Assets\\\\n\\\\nAcquired identifiable intangible assets are valued primarily by using discounted cash flows. These assets are included within \\\\u201cOther assets\\\\u201d on our consolidated balance sheets and consist of the following (in millions):\\\\n\\\\n|                  | December 31, 2022 | December 31, 2023 |\\\\n|------------------|-------------------|-------------------|\\\\n|                  | Acquired Intangibles, Gross (1) | Accumulated Amortization (1) | Acquired Intangibles, Net | Acquired Intangibles, ...&quot;,&quot;# APPENDIX TO THE\\\\n\\\\n# AMAZON.COM, INC.\\\\n\\\\n# GLOBAL RESTRICTED STOCK UNIT AWARD AGREEMENT\\\\n\\\\n****\\\\n\\\\n## UNITED STATES\\\\n\\\\n### Code Section 409A\\\\n\\\\nFor U.S. taxpayers, it is the intent that the grant of the Award as set forth in this Agreement shall qualify for exemption from or comply with the requirements of Section 409A of the Code, and any ambiguities herein will be interpreted to so qualify or comply. The Company reserves the right, to the extent the Company deems necessary or advisable in its sole discr...&quot;,&quot;# Consolidated Statements of Cash Flows Reconciliation\\\\n\\\\nThe following table provides a reconciliation of the amount of cash, cash equivalents, and restricted cash reported within the consolidated balance sheets to the total of the same such amounts shown in the consolidated statements of cash flows (in millions):\\\\n\\\\n|                                | December 31, 2022 | December 31, 2023 |\\\\n|--------------------------------|-------------------|-------------------|\\\\n| Cash and cash equivalents      |...&quot;,&quot;# CERTIFICATIONS\\\\n\\\\nI, Andrew R. Jassy, certify that:\\\\n\\\\n1. I have reviewed this Form 10-K of Amazon.com, Inc.;\\\\n\\\\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\\\\n\\\\n3. Based on my knowledge, the financial statements, and other financial information incl...&quot;,&quot;# AMAZON.COM, INC.\\\\n## LIST OF SIGNIFICANT SUBSIDIARIES\\\\n\\\\n| Legal Name                                | Jurisdiction | Percent Owned |\\\\n|-------------------------------------------|--------------|---------------|\\\\n| Amazon.com Services LLC                   | Delaware     | 100%          |\\\\n| Amazon.com Sales, Inc.                    | Delaware     | 100%          |\\\\n| Amazon Data Services, Inc.                | Delaware     | 100%          |\\\\n| Amazon Web Services, Inc.                 | Delaware     ...&quot;,&quot;# AMAZON.COM, INC.\\\\n\\\\n## CLAWBACK POLICY\\\\n\\\\nAmazon.com, Inc.&amp;#x27;s (the \\\\&quot;Company&amp;#x27;s\\\\&quot;) policy is that, in the event the Company is required to prepare an accounting restatement of the Company&amp;#x27;s financial statements due to the Company&amp;#x27;s material noncompliance with any financial reporting requirement under the federal securities laws, including to correct an error that would result in a material misstatement if the error were corrected in the current period or left uncorrected in the current period, the Com...&quot;,&quot;# CERTIFICATIONS\\\\n\\\\nI, Andrew R. Jassy, certify that:\\\\n\\\\n1. I have reviewed this Form 10-K of Amazon.com, Inc.;\\\\n\\\\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\\\\n\\\\n3. Based on my knowledge, the financial statements, and other financial information incl...&quot;,&quot;# Foreign Exchange Risk\\\\n\\\\nDuring 2023, net sales from our International segment accounted for 23% of our consolidated revenues. Net sales and related expenses generated from our internationally-focused stores, including within Canada and Mexico (which are included in our North America segment), are primarily denominated in the functional currencies of the corresponding stores and primarily include Euros, British Pounds, and Japanese Yen. The results of operations of, and certain of our intercompa...&quot;,&quot;# Fair Value of Financial Instruments\\\\n\\\\nFair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. To increase the comparability of fair value measures, the following hierarchy prioritizes the inputs to valuation methodologies used to measure fair value:\\\\n\\\\n- **Level 1** \\\\u2014 Valuations based on quoted prices for identical assets and liabilities in active markets.\\\\n- **Level 2*...&quot;,&quot;# Table of Contents\\\\n\\\\n### 4.6\\\\nOfficers&amp;#x27; Certificate of Amazon.com, Inc., dated as of June 3, 2020, containing Form of 0.400% Note due 2023, Form of 0.800% Note due 2025, Form of 1.200% Note due 2027, Form of 1.500% Note due 2030, Form of 2.500% Note due 2050, and Form of 2.700% Note due 2060 (incorporated by reference to the Company&amp;#x27;s Current Report on Form 8-K, filed June 3, 2020).\\\\n\\\\n### 4.7\\\\nOfficers&amp;#x27; Certificate of Amazon.com, Inc., dated as of May 12, 2021, containing Form of 0.250% Note due 20...&quot;,&quot;9&quot;,&quot;### Vendor Agreements\\\\n\\\\nWe have agreements with our vendors to receive consideration primarily for cooperative marketing efforts, promotions, incentives, and volume rebates. We generally consider these amounts received from vendors to be a reduction of the prices we pay for their goods, including property and equipment, or services, and are recorded as a reduction of the cost of inventory, cost of services, or cost of property and equipment. Volume rebates typically depend on reaching minimum 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              "                            &lt;h4&gt;Amazon Financial Reporting&lt;/h4&gt;\n",
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              "                            &lt;h4&gt;Restricted Stock Units&lt;/h4&gt;\n",
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              "                            &lt;h4&gt;distracting element&lt;/h4&gt;\n",
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              "                            &lt;h4&gt;situational&lt;/h4&gt;\n",
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        "# Key Takeaways"
      ],
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        "id": "MFnsIP_PcMOz"
      }
    },
    {
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      "source": [
        "**1-** You can specify the LLM you want to use for test set generation (see the Notebook example where I used GPT-4o-mini). If no model is specified, the default LLM is GPT-4, so be mindful of the associated costs.\n",
        "\n",
        "**2-** It's an interesting approach to use different types of questions. However, I also find it valuable to generate answers based on these question types to achieve more precise responses. For example, I've noticed that some 'simple' and 'complex' questions result in the same answer. I would prefer to see more elaborated answers for the complex questions. In the prompt associated to the \"complex\", only the question is reformulated based on the context.\n",
        "\n",
        "**3-** Topics extracted from Amazon financial report are not relevant, I would prefer, for example, find different parts like \"Sales\", \"Liquidity and Capital Resources\", \"Segments\" topics...\n",
        "\n",
        "\n",
        "- It's really interesting framework to consider!\n"
      ],
      "metadata": {
        "id": "Km8ZGwuPcOsY"
      }
    }
  ]
}